From db7a484b56ca45a3931c0bcb29fc1a29ac9539b3 Mon Sep 17 00:00:00 2001 From: Arihant Bhandari <127655293+Arihant-Bhandari@users.noreply.github.com> Date: Mon, 3 Jun 2024 20:04:31 +0530 Subject: [PATCH 1/5] Setting up basic folder structure and initial README.md files --- .../Dataset/README.md | 3 + .../README.md | 144 ++++++++++++++++++ 2 files changed, 147 insertions(+) create mode 100644 Turkey Almond Species Classification using DL/Dataset/README.md create mode 100644 Turkey Almond Species Classification using DL/README.md diff --git a/Turkey Almond Species Classification using DL/Dataset/README.md b/Turkey Almond Species Classification using DL/Dataset/README.md new file mode 100644 index 000000000..0ec89d41a --- /dev/null +++ b/Turkey Almond Species Classification using DL/Dataset/README.md @@ -0,0 +1,3 @@ +The link for the dataset used in this project: https://www.kaggle.com/datasets/mahyeks/almond-varieties + +The dataset consists of 4 subdirectories under the main Dataset directory: AK(401 images), KAPADOKYA(465 images), NURLU(306 images) and SIRA(384 images). \ No newline at end of file diff --git a/Turkey Almond Species Classification using DL/README.md b/Turkey Almond Species Classification using DL/README.md new file mode 100644 index 000000000..f955456e5 --- /dev/null +++ b/Turkey Almond Species Classification using DL/README.md @@ -0,0 +1,144 @@ +## **Turkey Almond Species Classification using DL** + +### ๐ŸŽฏ **Goal** + +The objective of this project is to classify images of almonds grown in different regions into four varieties of Turkic almond species. + +### ๐Ÿงต **Dataset** + +The dataset consists of 4 subdirectories under the main Dataset directory: AK(401 images), KAPADOKYA(465 images), NURLU(306 images) and SIRA(384 images). The Dataset hence can be summarized as: 1556 images of the four varieties. + +### ๐Ÿงพ **Description** + +The project deals with multi-class classification, classifying images into 4 classes of Turkey's indigenous almond species. + +### ๐Ÿงฎ **What I had done!** + +To achieve our goals, the following steps were implemented: + +- Images were loaded using keras.utils and normalized to the range 0 to 1. + +- Images were resized to a fixed size of 224x224 pixels. + +- Labels were converted from numerical to probability distribution representations. + +- Custom and pre-trained models were used for this task. + +### ๐Ÿš€ **Models Implemented** + +models used: + +- ResNet-50 +- Xception +- VGG16 +- CNN-Keras +- InceptionV3 +- DenseNet-121 +- EfficientNetB7 + +### ๐Ÿ“š **Libraries Needed** + +- Keras + +- Tensorflow + +- Numpy + +- Matplotlib + +### ๐Ÿ“Š **Exploratory Data Analysis Results** + + +- #### **Exploratory Data Analysis** + + + + +
+ +

+

+ healthy tomato leaf +
Healthy Tomato Leaf
+
+
+
+ diseased tomato leaf +
Diseased Tomato Leaf
+
+

+ +- #### **CNN** + +

+ + +

+ +- #### **InceptionV3** + +

+ + +

+ +- #### **VGG16** + +

+ + +

+ +- #### **EfficientNetB7** + +

+ + +

+ +- #### **RESNET50** + +

+ + +

+ +- #### **DenseNet-121** + +

+ + +

+ +- #### **Xception** + +

+ + +

+ +### ๐Ÿ“ˆ **Performance of the Models based on the Accuracy Scores** + +#### Metrics: + +We used Validation and Testing **Loss** and **Accuracy** as metrics. + +| Models | Accuracy | Loss | +|--------|---------------------|--------------------------| +| ResNet-50 | 10.00% | 14.5063 | +| InceptionV3 | 84.30% | 0.5310 | +| CNN | 98.00% | 0.0657 | +| VGG16 | 92.70% | 0.2489 | +| EfficientNetB7 | 10.00% | 2.3026 | +| DenseNet-121 | 93.60% | 0.1880 | +| Xception | 88.90% | 0.3858 | + +### ๐Ÿ“ข **Conclusion** + +We conclude the following: + + + +### โœ’๏ธ **Your Signature** + +Original Contributor: Arihant Bhandari [https://github.com/Arihant-Bhandari] \ No newline at end of file From 545cb64363e9cacd1577a3ea82b441211d2db3e6 Mon Sep 17 00:00:00 2001 From: Arihant Bhandari <127655293+Arihant-Bhandari@users.noreply.github.com> Date: Mon, 3 Jun 2024 20:26:28 +0530 Subject: [PATCH 2/5] added images, models as well as redid README.md --- .../Images/ALMOND.png | Bin 0 -> 2087420 bytes .../Images/CNN Accuracy.png | Bin 0 -> 37661 bytes .../Images/CNN Loss.png | Bin 0 -> 30448 bytes .../Images/DENSENET121 Accuracy.png | Bin 0 -> 22535 bytes .../Images/DENSENET121 Loss.png | Bin 0 -> 22959 bytes .../Images/EDA.png | Bin 0 -> 11840 bytes .../Images/EfficientNetB7 Accuracy.png | Bin 0 -> 37405 bytes .../Images/EfficientNetB7 Loss.png | Bin 0 -> 21290 bytes .../Images/InceptionV3 Accuracy.png | Bin 0 -> 25633 bytes .../Images/InceptionV3 Loss.png | Bin 0 -> 22816 bytes .../Images/RESNET50 Accuracy.png | Bin 0 -> 20077 bytes .../Images/RESNET50 Loss.png | Bin 0 -> 15286 bytes .../Images/VGG16 Accuracy.png | Bin 0 -> 25633 bytes .../Images/VGG16 Loss.png | Bin 0 -> 22160 bytes .../Images/Xception Accuracy.png | Bin 0 -> 22446 bytes .../Images/Xception Loss.png | Bin 0 -> 20727 bytes .../Model/almond-classify.ipynb | 1 + .../README.md | 15 +-------------- 18 files changed, 2 insertions(+), 14 deletions(-) create mode 100644 Turkey Almond Species Classification using DL/Images/ALMOND.png create mode 100644 Turkey Almond Species Classification using DL/Images/CNN Accuracy.png create mode 100644 Turkey Almond Species Classification using DL/Images/CNN Loss.png create mode 100644 Turkey Almond Species Classification using DL/Images/DENSENET121 Accuracy.png create mode 100644 Turkey Almond Species Classification using DL/Images/DENSENET121 Loss.png create mode 100644 Turkey Almond Species Classification using DL/Images/EDA.png create mode 100644 Turkey Almond Species Classification using DL/Images/EfficientNetB7 Accuracy.png create mode 100644 Turkey Almond Species Classification using DL/Images/EfficientNetB7 Loss.png create mode 100644 Turkey Almond Species Classification using DL/Images/InceptionV3 Accuracy.png create mode 100644 Turkey Almond Species Classification using DL/Images/InceptionV3 Loss.png create mode 100644 Turkey Almond Species Classification using DL/Images/RESNET50 Accuracy.png create mode 100644 Turkey Almond Species Classification using DL/Images/RESNET50 Loss.png create mode 100644 Turkey Almond Species Classification using DL/Images/VGG16 Accuracy.png create mode 100644 Turkey Almond Species Classification using DL/Images/VGG16 Loss.png create mode 100644 Turkey Almond Species Classification using DL/Images/Xception Accuracy.png create mode 100644 Turkey Almond Species Classification using DL/Images/Xception Loss.png create mode 100644 Turkey Almond Species Classification using DL/Model/almond-classify.ipynb diff --git a/Turkey Almond Species Classification using DL/Images/ALMOND.png b/Turkey Almond Species Classification using DL/Images/ALMOND.png new file mode 100644 index 0000000000000000000000000000000000000000..7c0d9458da9632132b249c415e96f323704c56fe GIT binary patch literal 2087420 zcmZU(1yohhw>L_Iv~+`Xg9s9mN{Mur2T<}L9nuIW2ue57-G}hdB}liFbeD8DymkKf zyYJomy)hg*I2`w0d#yQtHFv1GssbK16*dwQ65eY?SxqD))CD9Yv@k3b@CjS(6JjJJ z2Bg=rGTI)X78Pvv74G%O=MzeWaLN9`kxdu2<39W 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plt\n","from collections import Counter\n","\n","# Loading train and val datasets\n","train_dataset = keras.utils.image_dataset_from_directory(\n"," \"/kaggle/input/almond-varieties/dataset\",\n"," image_size=(224, 224),\n"," batch_size=32\n",")\n","\n","# Collecting class labels\n","train_labels = []\n","for _, labels in train_dataset:\n"," train_labels.extend(labels.numpy())\n","\n","# Counting occurrences of each label\n","train_label_counts = Counter(train_labels)\n","\n","# Plotting the counts\n","plt.figure(figsize=(10, 5))\n","\n","# Train dataset\n","plt.subplot(1, 2, 1)\n","sns.barplot(x=list(train_label_counts.keys()), y=list(train_label_counts.values()))\n","plt.title('Train Dataset')\n","plt.xlabel('Class Labels')\n","plt.ylabel('Image Count')\n","plt.show()"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:21:54.202479Z","iopub.status.busy":"2024-06-02T19:21:54.202144Z","iopub.status.idle":"2024-06-02T19:21:57.609893Z","shell.execute_reply":"2024-06-02T19:21:57.608863Z","shell.execute_reply.started":"2024-06-02T19:21:54.202454Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Found 1556 files belonging to 4 classes.\n"]}],"source":["# Loading train and val datasets\n","train_dataset = keras.utils.image_dataset_from_directory(\n"," \"/kaggle/input/almond-varieties/dataset\",\n"," image_size=(224, 224),\n"," batch_size=32\n",")\n","\n","# Normalizing datasets\n","normalization_layer = keras.layers.Rescaling(1./255)\n","train_dataset = train_dataset.map(lambda x, y: (normalization_layer(x), y))\n","\n","# Converting the datasets to lists of images and labels\n","train_images = []\n","train_labels = []\n","for images, labels in train_dataset:\n"," for image, label in zip(images, labels):\n"," train_images.append(image.numpy())\n"," train_labels.append(label.numpy())\n","\n","# Converting to arrays\n","images = np.array(train_images)\n","labels = np.array(train_labels)\n","\n","# Converting labels to probability distributions\n","labels = keras.utils.to_categorical(labels, 4)"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:21:57.611744Z","iopub.status.busy":"2024-06-02T19:21:57.611450Z","iopub.status.idle":"2024-06-02T19:21:58.000595Z","shell.execute_reply":"2024-06-02T19:21:57.999622Z","shell.execute_reply.started":"2024-06-02T19:21:57.611718Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["x_train: (933, 224, 224, 3)\n","y_train: (933, 4)\n","x_test: (311, 224, 224, 3)\n","y_test: (311, 4)\n","x_val: (312, 224, 224, 3)\n","y_val: (312, 4)\n"]}],"source":["# Split the data\n","from sklearn.model_selection import train_test_split\n","x_train, x_temp, y_train, y_temp = train_test_split(images, labels, test_size=0.4,random_state=42)\n","x_test, x_val, y_test, y_val = train_test_split(x_temp, y_temp, test_size=0.5,random_state=42)\n","\n","print(\"x_train:\", x_train.shape)\n","print(\"y_train:\", y_train.shape)\n","print(\"x_test:\", x_test.shape)\n","print(\"y_test:\", y_test.shape)\n","print(\"x_val:\", x_val.shape)\n","print(\"y_val:\", y_val.shape)"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:30.507341Z","iopub.status.busy":"2024-06-02T19:22:30.506965Z","iopub.status.idle":"2024-06-02T19:22:30.759631Z","shell.execute_reply":"2024-06-02T19:22:30.758661Z","shell.execute_reply.started":"2024-06-02T19:22:30.507305Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["0\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYUAAAGFCAYAAAASI+9IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9SY9kWZI1iB2503uqNrjHnBk5VGUVs77v628CG2wQIAkSBNgLAvyDXHHDPXcE+GcIshfVWVmVGeHupqrvvTsIFyJy71XzyEqPRhHkwl/Awt3NTFXfcK8MR44cIWZmfD4+H5+Pz8fn4/MBwP3/+gQ+H5+Pz8fn4/Px/z/HZ6fw+fh8fD4+H5+Pfnx2Cp+Pz8fn4/Px+ejHZ6fw+fh8fD4+H5+Pfnx2Cp+Pz8fn4/Px+ejHZ6fw+fh8fD4+H5+Pfnx2Cp+Pz8fn4/Px+ejHZ6fw+fh8fD4+H5+PfoRP/cX//f/h/wgignMOrTUwM1pr/XvMDGbGtm1IKWFdV9DUFxdCQAgB7z98QG0N3nsAADNj33cAQIwRKUWEGJCPoq90/TNOpxOYGbUWNG4AM5wn5FKw7ztijCAi3G4bWmuotSHGCOf83TkG7wAwSskopaCUgl/96ldgZvzhD3+Q6wPw/PwM731/nVyzXBMRgciByMF7ef8QAv785z9j2zYsy4JlWXB6eMC+76ilAFwRQsCyLHj/7j1KzgjBI5eMnDO+/vpreB/w4eUKgAEwTqcTiAi11n4OAOv11f7ZrQHOeaSUUHJGyQXbdkMIHuu6ApDXHtsGIkIIAdfbjtoYy7LAew/vPX744QcQEX7729/25/P+/XswMx4fH/vnXq9XNH2O4xyaPDE3ntm6Lqi14na7otaK1hpKKfDe9+cFoK8pIkJtFQDgQ4BzDt4HXS/Ur9l735/dvu8IwSPGAGbuz6LWilorypHRWpPzYwaYkVICiAA9T+dcv157HTPDE8F739cvQNhz0fPyd6+xI8YI7+VZHMeB4zjgGH3PVJb19fT01D9333fknFH02okI3jkQCK2V/uzt3vogfzIzcs79fGsuyMfR19lXX32NDy8XfHi54OHhASHIvSxN703JADegyTWwPgfnPZaUkGtBbQ0hJYQYsKwrKsu9vN1uAAPOERzJ+cg9BsCMdVngnMNxHHJPSwXZtenzZIbcH+fx/PymX9+2yR4mhtwHvdZSMm63q95jB+cJ3jt59pBzLxzQGGAQUvRwRP0e1ZrhQP397PnZOvTe92e2rmvf4zlnlFJxOp1lLcSI7diQ8yHvQwSnax8AXl5e+nU67wHdw06f67quCCH0a71er1jX9W4vtdaQcwZASHHp52qvs3NmMODGOnREIBDCtKZLKWit4f/xf/+//VVb/8lOwRbqbFxLKf0mxBgByAO2nwU3Fkqttd8k0u/be5pTsEXvvcdWdzAD3tNHG681dQytwbHrxsGMf38Yzun3XjszMax2Y23hMgPknNxUInUorjsYZjNc0PMf52bnJ58tTqdxQ9PNaodtYiLAeYfGrX/WfA/k3kANLfVzZ2bZDNNzEINg7w3UUtFahd5iPS97hg5EuhEcwcHOF/018rkVsmnlXst9k+857+FDAGlQwOqkmt4bsQkNrTJyKeDW+n20a7XnP9+Xsc4sgbX721AKA7qZ7ZnpK+WzGpDzuGdEBDYDpe9/HAeiGkXS1zd1EsPhjrUOYFpH92v2L52/GRvb0GJMCoLzgH6fZRujlHK3P+x9+nszA4S7a+6fTcOg2Wc754DgQSQOzz6jrx0NDPqfzHKPIGtu8b4bKa+OVdz8OLdaK5hgMQuYgVYZzt+dMogcWrNnI8/OTXtL1i/6eTtH/TkO52K/IL9fa5U1G8TIcr8XhGbXo/vGEYFB4MZoxNPnJGDaSz1QVEP7eq/ao5BAQxwgwCj56HubAQmA6X6f/qXjtTPqdpHo7vvOObUL9+vtfp3ammsgiAMF5BnYucwBy6ccn+wU7EQscm6tqYeXxfPw8ADvPfZ9R2sN+77DrSscZGHa62NKAMRQzRGleUavEc4Pf/4RzMCyDAMoXlOOfT9Qa4YPAaUWHEcGkeuRkG3ksfBk1c4b0DsH7wIIDpfLDSDA+9Af0rKscE6cDlDAXMAsRprI3z18i4CdI8QY5HpqRT4OgFnMGxFKKTiOQ67be+Rj71EoszgScxAA9Jp5chCSdcnipG507DiO3ezFXSQ5O0uzlN47eE8IwaPWqr8nC7CUPL3+UCO3IKYFMUbUVvu9lAyg6n12cASUUnVRikMI3vfzX5alG805U7C1IAtbNjszUErrBvR0OmngII7XnJV8fr5zGBIvoa+3y+WC5+dnLDGCdE01deRO17TdN/tKKd39mzGiQdsXc9Zs90yicHnW+TjglrWfBxMBBGzb1gMoyy6G4/c9K7TnZr8DAEfe+6a3c7aMhjQyBgjbcYhjBqMxo4FBer4jWANiijifTkgxqvF1SMsihtc5NIzI1SJfsDje1lj2ETmw3QfnNJBi1Npkr4WAMGUI9wbZoZQK53g4BUhQ6DzBeYfKFQTXbYguODAIxe4FAcFbwHafYccYEWNEPna0Wvv9a60hpQTnXA9Q5dlKAOoc9+w0BFnHt327d0SAXrPth3a3Tu7WC/CTz8326BwcW0aVj9KdxVingA8e3hH0W2MNNcmqbF9bgPspxyc7hZRSj7bsYk6nkz4X179/HEe/SHTPTdiPAy+XC95+8UU3gtu2Yd93MBjkBSaotWLfdr1pdGc05g3YmkbHuiBPpwTvXY+EJX2PuF6vuvAtYm9w3nVz4YNHsMhFzkQ+D8D1tnUn5ZkAduBG/aY33bQpRT2nIlGKc92QtloRfIDTFLfqRuwOhQghRpzPZ3mgTYzwgKdIHRv1CL+U1rOfYUzkfbdtR80SHZ5Op76wZgNijtyH2J/PgHvWnr3NWWBrDdfrFbFURIUHmRmXy6Wvkdl4mmNmfXaFWzdYtmlmuMnWkvxbI0EmtFpRahnGpFZkZtScUUuWaG1yKI70a1o7pRTUWhFigA8eLngxZmAwSfpduaGq45k3aFOH7qco0K51ZCn27J3+u06RPcN5Jz5Oo+Umj3Nay+3OcPX31+hvNhb7vk9ZKeDII8Z75++8x7IsA7LwHotCE/MeBiBRPwBWKDAtC9bTqUfpXs+dKWhywLKenYc7O9RSu3Pv8BbQnbHdT7kfBJC8n1OnTyD4aR0AkhmS04wLjNIKGlcUC+aCtwRQnDskMLBMZEYHtq30bNsyeTBpABnFsLeG2hiVKxoDzgfExXVEg5wTJ8IN7ZBnEoJDbfIMfVAzquvQ6/3vUfqUdQKSVZgNsH2WUur3yYK8OZOZ157dV+edZL7B9wADAFJM8N7jpk5NnG3oWc9fOz7ZKcwY7fw9O/l5o3f8VS9IcOKGI+e7aKyxRIDQ6JQcodWGzOU+OpvSrXGDLBJWTFONUL9hbmQYrTaA1JUywwXf35cMGxaLC2riyMCMIxcEBpZlhUUemjXrubR+Xha1jj9lo1UumjID3nkwAxVzfUAWqKWPTOjfl/s3ngFbuq6L3Dl/l4rbQitqKO14HY3rd0FuRNKvIZI52gkh9Oyv1AIq95Hy62OGGVutGqUOKCbrOphT4hk+E/hI7kvR8+bp87hWNIWsMKXajlz/c0A81B1fCBHei8EvzZ4keqTXuMHBDeOmmQFNa+/11coasGcpz8XW5oAexnUSEQjjfV7DQs4PHBgauszPr04RrsEukrW2vj4AwOl6KkUgl+DGVm+C0eiKlj/H3ZAMejgrWSsWNDVGx8UpRLlfbRgtp1kQ7Oxp3Atb3/Z5Tg1uvz26J+3+yfvoeZA8H8BqLdNrmkDCRFBbcg/xzfaj1qpZu947ZjB5hRF1LTgHb6/vGSKjcQXXBtLM1wFoTMPWTfYqasZl9m62yLaeDF2IMd6hBdTvgzoVfgU52TXquc5Q8gw9SZAC1GqBy79xpnA6nfpFXK/XfjGWntjhvcf5fMbbt2/x448/9ijCcOSeHWiUHJd0ZyCOnAHmu8jRUk0pbDqsa9LoT9PTUpGP0r2tI0IrDVvZwOLO+w2utWAliabYagheIg9uDWWCtQyPvVwvKEdByfJl0QBD3rvW0jOTy0UKhiklgIFWW4fPQghSGL1tHVcGgG3fcZSMoIaxFXMKuI8QaNQzBEMv07+1xuII6yrptTlJuQ7bbECrBfuWQZqWn8/nUcvRAp8t0FprL3aHEFD0ev74xz/qWh9wjTkRW6T22QDgCD1Sm/HS13UGWSOyPs7nM0Ko8D5ozad2R6z2Hs47PD4+AKyROHkxRn5sgIeHp46jWxbAnDXb5O6QWwg9g5w3YdMPLFN9yNajnfdcdJ6NuFy7QJCO5JorN80yJbB6fn7u72tF3H6v9BpmuMeerd2vpg4hhthX1R2OTBKh5ylD9c6BHMEjiGHUrG+73fq6r7XKuxEhJoEfyKkTQIWnKJAr+V5MPp1WkJIaX59j5dYL2Xbf/RTMjUCJQcGJO28jmwIIrVXs+45lWXqwIs8CIBLHzHzcrUvnSPegA7MfASc8nNbnbtuGxgJfgxvATR0rxBmQunyStWxW2emz9wp7Gnx+Op16wVo3qawN3GfUM9xtxxxgH8cBAmFZTnf3FOokpd7XwFq/qbXhgNigbd+w7Ttu2ybX8m8NH1kB2U52jvhnI2CskMvlguM4uoGxiNMiDvPKtolsI1l0N/+dDCSfCmT287EJByPHoC5L43tKxnx3HrkMNgx+Ah6Yo2YQwfsgWYc9vFLRuCLAd7bJ7TZuvKR3sS+UO5YIj/tXa+2MFAKBC/o9uIMrWKGOacOPa6+wQnjwHs55nNZTX1jCLGGBjAzPbeKaZjhhhrbsa1PGEoC7Z9+v85UjsJ+b4yfMkMs479ekhQGRyFpLaZ3WlTCsBONVGIZb/xkxadTrerakH9QNpRUrx6b7uMBsztqec0qpBz53vzc5h7909Eh1IjW8fo8BBf1Ebq/P+y5qfHUfJRubalvMaKViWRb5vXZ/nqQZMcDCUPFaAC8VtVWtEbSpxuRA3o1sqTVl/3mFBkd0Ks51ZJs9+2X5LGKgTmvnp6Lb+5811FY02xDSCLWGWuUZ1SmYlDrHyHZeQy7OWfY53bs577OscloPd8+W7o25ZZ/2mtbaXQZge857j4YpWOCP11yt4ugssJjP2+6p0+ekIYquDYE8m3PqGKyGQyCWoNc5h0VZYJ96fLJTuF6vdwZ2LgzOHpuIcBxHpyx2/NrqDBgbz1hDd8wb0mhk2vA9UCbAsHPgYwdi5/X09KQ3Bx1PNxpkCAEpRYAcjlxQS0GxN8f95rEbWWtF9FGwzAkDLrVoQVaKkeu64nKJPXPy3uO0nDoL5Xa7DQZVFRZKx92rLSwHmtK8EW2h45/z+1tkJbRFuQxzUE9PT9j3Hdu2IWfJVlIYEbkYgfsFas91LsKZU1iWRbDXNijFdh72DG1DjPM3Y31/2P01J2SQktVFmIFlOU2ZhbEzWi/49azBERwkXUYDSq3Ixz4MgBoV8qMwL5mQRFYzZg9IRJg1Y40xopSCbds65vt6fbze5PPPu8HQ+zCvr3G9211t6N4oDUdrRmZ8tmSMpVjGIwHGUTOW0yqGpDVhnJoBNSPMUGw8grlhLwKNmAGrtQpbKyVhEaprL7UoVNNQ+B5Kfh3gWQRcSpkc9iiY2jE7FXsWltVnGFxCiCmh1SZYPtDXocE9A2YcQeL9s5ohJSjkY06DwM3qDppRt6Zr56edllO6amty35oGHEZqsH1Rah1Faf6YmGBr0orB8xpLKcn1hQCuBYKYatDVGkozht0904hcAxE+IjB8yvHJTmHX4qcjJymX95pOt4FROsGB45IQl4Ry5L7hHx4e8PDwgJfLBaWWHonknO/SJ6EwMpYlAaAeQdqiMY581GLKjM0Zi+nHH3/EsiScTitKGRx07xxiTLqJyh0DivUagqa03vu76DCF1J0bmJFLRgwBUY1TyRkf3r1HLQUOUoAL3gNaaPTN9cwlpAi4keUwKzPEaK9NUnunuKfVTAKJIb5er+A7lhJ3YyLF7YZjP3oVMcaIbdtRckZNcdQ4vDikWkvfMDEFXcxJNmUuQJHzk4yGUbXu0rRO5BWCO63reIa684IW9R3dR7jHcfQMyhyqcetvtw3HkadABMKnB6RYXytyFhYTOUJrivdyRcmDgmkbK+cCwZfGPR/F3fG7Dw8PfS1ZZnw+n7Hve2eMee9xOp16f4TBo3PWM1+nGQnHrgdIJDfjzqnY+fgY0HLGy8sLgpfCqWHOy7J0585Myh4Lw7nsO+CGk/beA02ICdBIEsArw6PwLOwcGlKUtT6zfKzWAc1YwQxC69l+UngJ9n4sUE5jRmOBemttqHr+Pogxdxj1pFYKmsFNmvkGp46ycbcnYO6QTVqWHijZ/VoXcR65ZNQi2Y/r5AF1UoTOutv2Xc+5dTZaz3wgAYd3DuyMlo0e5swG3p73DKM650DMIA0miaSOYoHdsiz9+dp6fZ2RiA3dxYnpe/QMsweFSkpQ5ICZ+zNzBpn9awZ+Oj7ZKfQLdyMt7NEka4EJ6F7dWcW+3qdw3js07S24S2kxUsY2pbyGk2OKQKwAZo5vjqgAYe9IhsGaKbBgzeThyKhy94VYW2xznwLAAwO1oqZ+Rmt1otI11FKx70e/XsZIw5mbwj6tF4ZmuIWI4BgojW2biUEn+bssjNZTc3vPEPy0uanfk9YYFa0zGywCFey5ge/6AMyQ3T/v8e9xX2uraHOxHWMTkMJ2AHpUJM+KJdJ6tSRnfNyuaY7YxTjnu2hK1pAWcIkQmxSGm66Z1rg7cluHFh0b7m7fv4MJ9Jws4+1wjq51+7L3izFqal76/fupY8BT9/sCpAXX6Txsf3mMSN0BIP9x1mgQGtFYSz1TxxTRap2FZJPohpHgzX5uETMwMnh7T6sZWlTMABysHmJgp53bKEbbHWX9ANs/vWeHpVbQ7YIZ1DbBI2j9Z411TVik3BpIA8ngPYreP09SO5F9opBV3x8OM7Ql0KYEExZ4yg1pYFan7aXxzSmN25yTQG9jd9g1zaDq3ee8+p6bfnZXd5kym7vjVZTf1y7PfEm8eu2MeNDH7/mvHJ/sFO4YElNhcV7U8++QRRT62v3YUd5VPD09IbaGy+WCEELv4uuwA1vfghpEbshF/i4ZBeHx8RFQloele0JHNcaHRBq32w0PD49YlhVVMWJJt8VwBO96I9hhPHuSCIgYIG7gVrAfB7hW7OEGwug1sMivlAoiMUxW+JGeDYmGN42IrbvarhcAog8IISJY7UFrC0J5lWintYrj2LGuq2LcYozsWVhUY1FuCrFDM1bonVkQrcn32YxrjH3R3W43ABLB9ChXn/eRD/iQEOMoZK/r2qGfeZHb0Xh0BZsDec3JBiT7cc51iM15AhP3+pPXbuXrtnX46Lbv/ZnnLFmNQSzSz+BHE5ZGk8QDQgFhGOnJWcypfGnC3jmfz3ovZd2ltGBZ1o4dD7KFAzOpcy7w3mFZEh7WU9/4tbVeUB7OU/6e1qVTGh0GjGGOojXc7UNZgwlEGvx4wHnCdrnq4xb+fykV0QstURATcVa1WO+NOEUz8957PD4+4jiO0WTH3I0is9VPpVjaqmSoQtq4h0qq0oprqYhBsgKB5yrQWM9LnkvJWcggq9REKhtMTZ3+7CYmlcFcl8sHpCToQSvWS0RybzSotDVgWcjtdigELFm91T3EoQi1M8aIdV2x77vg/mRGGT1yEoaQvMZsAmARfu6QHCBoxeuenXnd/aWaBhnjqj8DITB47+DdYJCBpZ7WWus9T6fTipxLz3L+2vGzO5ptQ88nPXvFuY/BbpJdcC6l89vvnIfTJC14aZ5kwxk1HumGXqJlh3sc11Kyfp4YG1yaUe7xXVkwo0YhUaaljb7/zKLSVisyDrRWJWJiVkybOwfeInIrxHofNGPQ3eNGd3ApBc0KoWnRQI36gxzx69h8htkK3Da6ku0eiMHQaFkxXGPXEJFCfu6ukAhvvO7hzM1wW31mTo0tkzPDa+dj0aQ5p5m+7HSz2+/N0dBPRVMAcDqLAZ2zQ8tCtm3XWlQd6TmNJkj70oUwDD/QoT9m7Xg1g9UaXHV48/gEAD1CBu7lNwZE0BCC67Ubc74mxzE7SO+9GBznZMOqM/4oW9GM2xxsP3/g1X4bmaEdtidLySA3Gh1ZDZUVlL1Fvj2TGOvTOQev/H7bP3ZdtRTBtHlATPJ6yb5yG0X95O9iaEjwop22fnD1ZQ25DtOag5HOZskMGzNyOZDS0iVGbC/bs5HMsL3C48dX02zSR99titgVsRkeAXAOHqRU27GHxx6cpU/GgyGFd+VWaE+SPou7XiS7Izxg2PmZvqb6z8FSf/2MCKjTclNQy+qYemD2Kuv7GYnCz+tottTZHsh8Efa9OWp8fHiAd8JGyrkgl4x1XcfmpdFXAC9NXA0VXO2GaIKqqV0tVby4J8wUS2i0KCnV3OwDXDRismYSuWm6aEhhhckpOEpTSmzpuuCSFUPzRoxB0yiswAePREmzhYZp/wpkxPKYpNlHNhpBONYpyS8X7Tw1Ryi3Ve77YMEciNEeG8M6rEuxxasFQGYwjyaqtETBRas0V9Va4XVB2/Pw3iMrbjtHLXOBTYp5tRuNbd+6EbGgYVmWjrd751BLxr7n8Z6w+s7o3B6LVzLBELxg5Lo+Hh4e1ekEXC6XnmkOGMUjhCEXMG8mw65DCKJB1ZrAiJANmWvpxTwz6kbNfc1gsXtjdTDLgPZ9R0oJy7IM3R4alEMicSY5Z7jglRI9Nr5BLAZ/sS7u1/WKec/ZvhsBg9CkDboU2Ed1iZx2zZJDNDixMYpQ3fp5eieUU4PsihZBrQOcOxzMADlUDSDs/sQYgLu1q1k8JODyqiwgvHzN+G4biIB1XXRvCjU6l4zbtuHNGz915NJdLdGMtwUNZM98cgrMjJBir89p/RjkJRANAKjKvVqWRbrQVUnAAqQhpRPunovzQ2crq/6a6Sd1WjEbBCx9O6CxTufO99f01DtH0Y3deP7Bjz3T4Xjm3qPScJ+5/yWY8/Xx6ZTUfUOrAQSGSEaI+JaaMLkZ5FG5ds8khlTS9GWJWJbUO1DXtKDapjsymIU14snBxbFhCL5TD9OqgnilCudaxdyYG2rJnYlgTBWLPAxrthtj0Y607JusgizckqU7tTMP4PD89KbDUy8vF+myVBaGRPZCk7vtNyxLgg9rZ7WEsICOA1XTZ69wkRWEr9crci0obeCtlkUwBM4RyOwJ6v/gycOoqfaYm26A4zh6HSTGKBFDa2CWSKvUCqcbsDZ5hn98908IIWJJCdu+9deK8FcY6TCgfQo3kDuBPOHp+bHXaEoraHvFdb+OxesjGgGVgeX8gKBGlAEUgXDlKStVNlfGD+9EgK80LeIS4d2HDyByCNr1PqfowUdhb9WCVaGtXLIUNpERvKxbdKaGHI4IMUQE7TV49+7HzhCySM864qsSGZz3eDg9ggHkWnoQ5LTL9ihZMgHNDM3J37ZNzoebdMXjVbQfh7EB1NAbSu2dnrsI4TlyADFqK6itIFpuyU3kKMAghUO8GwVMOO2CXRbNKhvKLkGCwL8eDFEfABFiCCiNURk4rMtWdyUgWH9rAleUKhBTTLEbJY3YwORATiSZjSrcBe3Mkdg6bgOKXtKCZT3DB4/a0GFLY04RAWclB+z56NCW1eVIAzNidFJDrcaEIrRiT0ezbQDldlNGHpCLZJG5Vuy7kB9CaIgp4fHpEftxaF+TdNvDeVQG0AByQRr7qILVYDvNFq3J0USqvfPCtNNba3bLa/ArDiB0m1Gr1HXqpPcGzXzsMxiMkoW0k0mCwU8tNX+yU7DIezTV3IvMjQdFvegECDYuF6ppTmOw3L/+PlY4lnznFZfYIB9mhFWMaS1mNEeKKgsKcG78W14vv2m1B0zFVYvmWFcPY2gYGURyxxiBFDBN4qKZQJ6lkNymjS3vaZi3GZu5JjPXY2otApthcgosGCs5QjGWj7IgJOqYON9uCJAZ/5pbU6hiRB3cGthwdB5MpVaFvVDU0VsUNIintgZU76hkFcYTQ9IaCTRWhbIqcIRDM0jNUndnBm7CnQG41kFqef9WUVvp96tV0bZCsiKhdL+Dgeyy6LyUAWMB6GyurqXUn77ee5JnZyqc1pj4ev1hfk2P7htqRXcK3kvwYlkuNIFnXSeN7dngo/c2+JNerf3aNOjS++bsGYC7kiwRyX2anpFBY4B1SFPfm2KSNAtx2rTJZowZzqFLe8yfi8mg9FNUKIXIHJW+tmeX1PcAHEDEYHb3z37ORGl8jMGCPsa+w2f4z2Axu3fOSUDag2Hd98Syv2c41Gor0CDMXiN7r8i61oZWqM1r3cHLOo4hCMuuGEwEDUbd8FgGZfGwQ4TxeeN+2j2+P+S+tG5rrZYwvXJ+E7U9Ttxim21L7VDipxyf7BTevHkjXXLb1qOrtCwoueDYtm7IoqaEIQRsJto1NwmxLMx8HFjWFafTCS8vL2DmjsPXWnvxU6h/kop99fU3d001ALAfBxxJ1HccEuWKuJXXhifTPkF/GCHIz1Ia8IUVYQwCq7UgJc1CatHIsyJoGjsyDlZpatl0+Tiw76MjeMbnjX5LRD1yWU9rhzsGGwf9nlkj3na9TlDEKEx11VlLHc2JEeFyedEow+Pl5QUAcD6dUVtF3kvvjXAi/4jaGlidf6kF7ZAo0Iph4pALWs646DOIS+qG7Gi7FMVzkTXgg2SGtSEfO8DGK9f0nlw33LvKjZ/PZyCKgT3ywLfbJFOCJlH/lvfe1+C99cNIlB1DxK7PzbpWfRDD0RlGiqNbyj9nk5Z2L8uQLLZnduQMFNw9x14/ULkCIgkeSq0gLa6z94DpEznX2WHn89ns6926MR0lo4F773G7XgevPUSsy4K8Sx3PORGLiynheruBW1OdosFaa43x4cMHLGlFjAmtAbWOBrq7WkiIWBZZn7O2jmW0tVTRDosBIcq6tJqicwJZWbBlRvx8EgjvT3/6c7cTJjrIBEi84rqOEGmvBYChsIpRj7ler3DeSw/DBPcZjARIYXbvpAQChSEN01SmpLEQAK7XK56fn/Hw8NCx/r7PaIJb/ajDGR3e9gmRkAzmoAeAdrWPepZAa75H/zNcbRB3d3wYEJCdS9/7JD0bzNYUyx2iGnXIcf5/7fhkp2CSEhIRWAJGk9e3qNWN9HvCY/uh6ZxFnXbCrQ39JLvwOZKwRW1eT545jeihVcSYQIS7DVpr0whFC9fmnCwKIqHoHYqlk6b+mCLfUuxzR63ABMTm87SGNEC7nUnotE1x/KxzDrLPw+vTaOKz+kEMsb+nFezt6JmTLs4m6Zs0Kel/syAbgC6pACLtKJVoHippPNdb7JwYBv+hG8tZsTXoIivKwnJ6LwXwg8gTQHBWUWwcEtpG6ZzrUpIVEbYbFJcm1Gz6+wA5r4VAgcCqdqgTdJO1hpwPbLdNoJjF6h+M23aD4fu92M1AcK6rY451Xntzm3Xn2/lJ5ujVmEwKq1MB19YpARNjZFBwt227K+zbGpLencFvFwkQ6Zg/jgNOnbtlh8bEMwM9ipgevlYxnDQ6kcFQZVDu0S9YoEbCaISci6A0XVPfvmagiMFO96EbjmKuL4JtjwY1bpKJ1low0yQl25Ygrdaq4nNyTbnkniEJmeQ+yxATJPBxl9M3yvVkkO06Xhd40X8udZ7n5+feAWw/n4vGdp+u1yuOQ2YsQKP/WUHBHHrOBwBzFNLEaA7F3ht83ztimYc9U2Kp/cz7ZTwL2bBWeyUMtGCuRc0Z9F87Pt0plKoQACkUcg9/jA+doxzuJ9fTci24duipe+GmN1k87Ky5b4wFg3W6sSTBPY3ytiypFwrNKTh3wGh8ZvQsPTbdI+ccKOeO85KTr9Kq9h/sGGjqWPT+JIajFlnIOYuUtyPpFiZAWtCbRCH5yD1dCVEKv2CBiLZt0/qGRNh2X/u90+dgGYIV/btevmaqArXI3INekNOomNQpmMYT6WI8n08oqnZpTptZEG1SY9saY983xCgDRlKUTthj3wAfQF5mLEDhCzRx1LnK59VSUGFQ2sjInPNdyK60A7VkkGox1ZINhcOSJsfD3BVNCVK0LlXgo9t2Q6wjmwMGzXYubBMRAkmUyh3eol5knrM/exbLssAHj1IZKAVVMIPuEOzLnGhyvj83y3D3qXguBXWVfin8EWSZswMKcOy7rCkvwmsOpDx9skUh94QZVAqqOiPZb/LzBu7wGoj0eUhdjiAyEa8pyPO9mg2KRbFsUK06ZQbfGztoEGBd9Azsee/Mse5AmOEJ2pyXUUgGZ5lgphXABYMfgph2buCGUqbayCTLMWc/MzPNnHQnOGgmZppr9ro5CDNbxCw6UQIhazc0o2cMd07hOBBTHO/XIWWB14ShN+k/aWZjtObelMpNESJ1Ax/Zd9d/3loBQ2od3O5ndXzK8TP6FDxaYeRcQXTAuYLb7do3pXSk2nQsiXyXRYZ9jOYQgSUI8+Ql89gixW2RnG2QeXOaczDeuVDWCkrO2LfbwHbb6O61tGkW7QshgJ0sJrAsoKzG0uJtctKBDEdI64Lz6YQ1LTjygZwLbterUlUFCiMS9tRhsJCeN9CwHzJ5zdtm0u9XLVSTI6ynVaJfgn6+0OOydtb6SflT0k6LuBtqk65MWdRrv+aiBhm9R0CUXy2ycQBcIxw5aIt+0UIg6722iEXTXWY4AB7AfrsCIKxJipZcG+AE2mka4QOK0zah63kv7Jemzr3kjCXJTAcTLduvO3KW7IPBCp14bNtNHc5Q8OwTqByQvKw15wUmcorxozUsq2VCtsmAFEX+GWyQDbDdbmjK52+l4qjqyGHQpzjzuKyCn+sG7tABtGbReODVGMGTQUVjYwvcsm1bp6nadMHb7dbF6TqHHjKNjiTsFAJFOTqsQpC+g1utiCkCTDiOW8+c+8EsmVc3zLIYbN9cFaqcHdwcadY2DcC5K1+q87jzVdzJDx0SIs3sl4R1PWmQ6Dv23poUeSXyl4zQnK+di37ccP7MXZQOjB4U2lqZbZDJhZvsdm1VpzHeCw/aM3t6erqzSz1rcK5nmwbTmOMNOjvifD51p/L48ABr/ezFYQz5jflaQHadgz5vnsDURWSPyOG1TgiVbzeRQ2ZrorTi9l8/PtkpSDu9nKR8iNEaX6eXmIyXFT+mf7NRLjUdJFPSJFiAMhew58X4+vvcBl1sbi+/g0L6eVF/4M77gUt2yEWMq2Pj5aun1ouyxS5NOhMHWSN3AAg8IDBrpWega7HbMxFWiO/vZ+c3NlPrj69UFfLzxraZOcyGoSqOyNZXoOkoJiqcXnuD/CpBOBBMQ+xQehiGCqc8KIY5bwBdJrmrxervMStdsXGXDKHpdWQWE2JU2t3z4en/Wk9RDklzYiUsVvNWgAyicGmRr2R3o1hrkSlP7yvRmqRCVhBsrfY1aXATvTY+PGC5Wh18h0Wpv7tzo1joFdZ7DY9ZdjdDLD3z0/O31/QMsAmzaT4fKxjbudnGIYxu8tFk1u7WjEWsfZ8adu1GFDzTys0ImlNxmvly3xzTQfNfx3q26+BWNeKXoKdH7pK2C0Rtnc5WZJk+w4ghs4G0awLQ7z+/MrJzpjOeKZQhdn8J8165u7TZhr3+nt53C34AAAopdqOmTmRA7WYPx+d21uZEFum/QOOPOWPAdKvEBBhpZ6xNs2UfP7CfPj7ZKVh/weBRS0OReeecD+Q8GmlMCIrxmgc/cZqVvvbDDz8gZ2lIOq0rUkxiUJrMgbUHezqdACLpEFYjtu86RWniSocQdN5zwsvLC2oV+efr9YrbtsHHAGJCA+DUqNic5FJEgjvG2NlFrTW8//AeYKHmMls374IQPS5/unT+cdJC9IcP7yVyda+wZhLNmvODQCR2fgPfZNQ6ojPLxtx6gkXuFklLEV0WWdIC5Xa9Cv/aOaQkE86OwxrM0DeTpNcS8Rnn33BsiUSpL3Sjf4oDrEJTrHK/c66KvwccVWAmod76YXCItHlIouvW5ccDmKAiewUgh/V0RkwCQ+2HSGiXWoajiQmnNYn+kOL/uZbhVmwPOYEqG48i47IsvfmQ1CFvt60bYHGkYszmQMSehdSGDmTD/v2kd6S/67X2UXPB5XoT6CMMg2rNm03Xrv2dyMHxaP68rykNCMuct33mX+K1myaTnwrNM4TaP9eNPpa5pgegn6Ptnw6NTPfD1myYYFMrjFsvkf0OJkdpc8EBHeLEjO22waRBQghwjVCgGYB3o6A/D0Ga6msD7hn1kDk4fB1k2ueb0zNEwV5j90No4aPWY/eGWWDMm64fW0cA7sQTw9SwN2oTUJswwharZVhG27j2Wi6z1nO7PRnX34vljYU2q7OrpY7j4P347E85fkbzmnyw9xO9j5T/zQybeDZkqwf9bsbyTEPfdMaT3mgZOo8OD+Tj6B7QFrspr1qEys6h3aSIKBIQomRaixTncsk4stAti3LKwWO+ARyJbopmPAihZz7NCl6aMi4pIYaA7XaTSJ4g0h11TFsDQZvhxr9nozJvXjNUc+ZjUX+tcj+Fq+ym+z+ydovo+tHGBoVG2rXI0PWq9RJmEbOzIMPScZtb7DW76O+juvJB0+zt2IX/rlg5aXjS2+d5UPbMaNi/W8/MxvkzE1wTiQnpIlb9eK3p9KHoet2OCC0o+0edSWvC/bcbI0VGkfs2JwrNBG+3mzLPDFoSbvq2bQp3LncOHBid1JjOu5UMp+shtwxuVZyxiRiSMI+80phbKai6D+y5A+hMpXVd+1r/KEN2wiias2JzDBZoORqU0zmLECM22GHyWoETQnCd6QSg7zdxNnreirn397bMj+XZz4O05sI33Z2PwkggNAbWJYnj9H4ybPfRORG04Q6goBG0RvWmYTRgWMsA0ENmve0q4TE51ylDs2dpsPTcEW1CnWZIZ40ue+04V7pzUHMmMRz+x9nF2ANjfQ+ncS/oCDigd5Hjbk3b8zD9LyL03qvGH6sgf8rxswTxAHSnYBFvUyaI3RxT17SqOjm6wzNjFK2gTQc/WHOU1Ci9sBNKuRM2s+EmN3UAoFFENZ0haRpTHLQdfexlL3ofY2hIZ64E39M9RwSnm6TUSXNfr8+vK1KMAEY135QziQjkZ9mCex2oce9GC70ZhzkCNIaTNGd5QOc0gD9+sB12mD7DngGIwQ3qFCpaLTIXmEmbd6A7TxyPSCC4ySlI/aCpsqZXeYxSMkj1dYJ26QonGndwEAmwrlL+LBOpoHu257oGfw0WjtUZgmZyolE13pQtYChH5+k38MC4meXa1UkMuW30QIPWVQKP2qQ/RZ/jrGVl5zLf6755AdRWkRCF5JAzSmvYN3XQBNGeItJo2bSO7hU0Td/IDJL1vVhmbJ/nHCFE1RZqYybHLKkg6IsDWTbVISLXnZqtF4OU7J43hQxzyT2wk9dLJuXI6cAbfWZt0D2D8x1Ws6E9vUitTlxcjJAWGNKAFoMEbxJwtb7PjH4rVGECs8PoIB5GHPbVn0hfeROCNYy5OJMB/3T4mQcJxu6lc+6up2EuSNt9tPVkv28sx3nN2O/aa+c60gxPj/Uls8iFgTuyBwJpDYSmqx3sJHT4ezg/pwwnLvWupvWpxyc7hdt2nYyTCX5NXbg9bZICpXMex7HpFLGRjpdSe9ppNE2DNnjybEYH3LcdIUaEGKahH6OYHGIAQbD3yw8XtNZ6NmIPTm8jyBEiiY5+qQxqtS9w40q31pD3HVk55AShLpaccasiK2xsIujDJH1ac0SAxirohj7MxhrEiDC06xXHZjbMkfqmndNfq4EAI9ua01Fmo7VBqaYDinDTRlgmHjyazKRl+SXIFlYD0gkByhkH8LCeBP5hRiAGuOLYB+9eImVdkFpsJa05tAqA3N22JQA176iF4KAqsqg4dili2+eSRt4MxrFvPdK0zwxkGD6jUQWxZJH7vsG6n+1TTeDNiA4Ei5xDr1nNznZ2/Hbfaq3gmOCYRXOmNoQJSmq1wIXQRfRyzrh9uHShMoN83r5926fxvVxesB9HN+KmDWRCcETCz5d5z1qbUKE3cbbc+2QB7r0Zkq3K5x1ZsoHopR5jWku23qCZ3DJn+2YE66A590zb6lxoKDSolmYMY0xaJ2GIdJGwikqt4A09Ik4x9Wswh25Q5uW6y3B677GuZwBArhVBRR+PqX9CMhiD80Zzra0hO5L2NHz48KHDUT2gAvr1meM02vLMXIKuHkcOS1pFWC/rFDSGCtBJcyi51qfuWfY0YEpjphXtGzEJD2ngdCZ2x6P5zMb3ruuqjZ4NRHMhvKFNgdpr6PCvHT8zUxiYbT+mBwKWRhjRA8ojMp+85Zwm2gYchq3nmv1iess8tEEDmAo2qmPEg2JmrKU5GgCGhx/dx/c8ZT89dGbWma3cF5RFZ+ZExNBKFjKiYHGYAHdpjvtbZQVYTe3659j14lVWMCfI9h4fZwzjGanCqwQivYZhRWMz+jSqVeN6NWLsRfTa7BclwtbzYY3omtN50HnvG8YRoREpnqnXBBn43vq9mbj1IAvjcNh51AquVlWjHiV2bny1DETuFbFDDMLCGJsGmI34XB+wDWaMN8I9EWKODGe57NdGkpvM0GCj3Or5MKBSy2MzOi08zzDGa/n5oa0z9GzuZL6nhUB0P8u5sbDCHA2832LIqrUuAqkAnEpBs2Zqts7NaLJIbhg8ORv5kYlKEd8K8wCLg7zLFvW8u6Ey+EWgzSExzyJDYjCMvt4RdHCNScZL5vM66u0JIhGsTc6e/3weP3UY1Db3P9nzn4PKeVTsTO+Ue2+FdJ52q+1pK0TTT324Oi6D3l1fq2wBjl47NMu34FF6TW0k8H3G8LGB/un6yr92/AyZi1mXxPdGJYmEmzKJpPNx224S3YThCKx4a06EiLpy6kipnI4QGNnC6XTCbd+QS4GrVbz6lOJ5r9PQSv3o4l8X1uYCU2si320//4gCC3S9mxAC8nGI9G9UUbEQdKKZzmO2SFc/YxSsuOOVzdJ7JxjujEve4YyakpcpyyKnUF3PzuzJ2PWpsSulD9GxXgmeDA2bRo1zMuwHhNu2iYGopeOwUkeQN97yBYAow4pA2tFZKGVSuLTzIZJoM8YAF4Wymkvt4oNZYSFuEBYREXY9PylWAiCHmBaBgJwTcgAUirNNw1po9UH9Md3h+p4cmEzbCqBpT+SS5Sm/Uli1epcVCo0mbZ3LABCdR80ZL+8/ALCi8aH3wSE8nEGYiQVe4SyH0+nUB6vY3hjsO4dDs4Xz+SxOEDwYX7WO/eMkG6utgloFO4+k5A4rzDdmlCpT3WKMHV5d0oJt2/vYU1t3dizL0s/L1o013Um3eABYKLxmG3zwAk9O8JgZ29ttEypvSsjaS2CT7QCBIoMPWJakgnsaaLWm/QqS/EaFQ0ppcK7COWj9bdSS5HwGu2q+vjtnAiCawm0dEvOvNdJSSr13YXYY0pwLuAZc21XWcx2sOxAhEEzPZ9TgWPB/Eyd0wWkmN4rRQOvnNQrG4lAt85UabAIOUW8utUz2RJxGEwR/OFz6Cef0E8cnO4VZl9+ihaoNUCBpzUYD9kMyBQZwXk+KHYoC4Z1Wj3laKN1N4Sj177op0RcI6WdzyVpUMWYQumwtOeEN98hqyhZG9Bd65V8ahLIOc8Ednmz1it7UpSFJqw3szC+rrEQUuq5lMgKbCO3U+1GMEzE68fiih3MvUmUOgbmJHDFb0w2B/ZhH4Jyoi5HCeF1fSm7dXT0DUF0qtcKkMEwBo1aBE7I25wkMZm3/Jnfg8HReELyXKXMtALwgLUlGfj4/IqripWQkwp5aVFCPWSaxXW4bbreb3u8KkDB1NAYQraNakbNBWg4xLiilSrf5kWGy4CFEhJjADLTqsLPSjJ0HV3EW+7YptESABh7ByxS2UsdMZOoGSJhlAvccmo1K7aeUokVqxfA7y7DqeMiGWqURz3thPNVWO5mCQH2K2YiGRxGciBBjgA8OrM7BuPRy/0T3alEj1jMOb9mESEq4EOW9JwPBTc6x5Ix1WQHSjnCFJyQBk6zXItv92GVyWc53LBozlHFZeh2qan9LZ0GR1XCGzlfPzI4DSV+rSxUgc+waQGp2U1V9GK2ByWp7AyM3JWKnQUVwo5ejcen7twNqej7SZU79vg9KvQRahkIYGkAQIoI5ONuzaUnKw9DnyAKVmpJDz6gsgyGgsVlpCd6asbQAYQzqeZQiIpt23xq1XrMJLvSA73q9TIhI6+cgtvEePrLn8inHzy4033nbV4WtpkJxEqEKTh9CEC9WWz9ZO1G9Pz2l76PwnNPahBVdLFNpaHUSd4M1ZkiaGpUWl0vpkbRRV03v3rkRMXjvkLOlxsYMKrAhHJZCliKFNEdOhn5MHYdCEfMAZIONLMWpJkuUEZEKu7BgIT2LsHvK/DpTUN0bN9Lqqu9BLsCKgqgMpiYbGwMVco4EW7cFo/CfRWKNK1DFubWi8BCxzuMVYxK9RwoRb58WLCkianHZk8w8OD+c8f33v8SyJqQYVbuqouy7OArvULIMKXr/8oIPHz7IPIQq2WaKC3ITTPQ4Mo4j43bbZNIWCCEsuN12XNqBfCgWrc1kpLr7DHE6KSWQdSc36cJOKcHHIE7BSdHyqAU1F/gY5f4xq2il1FFyEWIBJ+4QSs75nlSgevbQSF3kKMRYMNyATDDwfKMyGs4vfQSmBCC1OIaXqXhkLnrUomxYkGQm+vmO4EgECUWG1IwyCXzJLHNsakPNMjTGNdcdcGsN3j5voIVa5xPGnhR9R4ezZfA2DreUgmNXMThHcGoD5iKu1ISk2O5Xp4N45HCEOyaSQY2tCEVdAhXJlgwKM8xdoJTQO8r7eVb5ufVV2TGg1BkadnA0Ffb7/kTfq0K3F7q6U02vGCNKrv0+d5vWpsl9MwoK01mSm1xZMgIPL9mqOgWrs4hjGpI15CTz9W7012y7zex23Z6YLWWexSHtRPBJx88cx+m6HjozkHQWaqkF5D2CKZ+K6pMWyFwv7FjaFULAl19+KYsBwJ///Gdsm0SSMUX4EFE3iT6WdUEuABcxam5yQqyLxTmCS1FYS5aVGIvHi9ibtNYLjmvUVkBmywpkJJtt225dbsPksoe07+iMnof6XLdbl7kw+QqLkPfjEBgDoh8lxUGoKJxTI20PUt7PecLpfEZKCZfLC2z+gfxMhOuIGc3SY3V80PcpyjDqxL1WkQ/RhqmlIASHdQkIXphfT199iafHM754+4xvvv4Cp3XFeUlYUsSyRjyYzj1XxCAOWzRcPNbTSQuBElmjNjTLrJoI4cls4GccOWvvikhipGVFLg1VneKRM7ZtR62SAYI8jiNj33b84Q//jNttw7ZlfHi54sP7C3KTrvCcKxwSHEdwziJA1ypQPJpzcD6gEKESYctZ+gxSkslVOlhGYJUV8EDzhOgJwRHyvndIhDXg2Q+bjavRmCOsD+cO2Wz5gG8eqz/pujfZFsn6jn3D7biILg6RzHEIQZ4txMDGlMBVgqakUFMpuWsVhRBEvBCA9JgTrtuOVjJqLghRst6wBFRl9LWckWsFsmSx55NkYswMJhUqVIPDkGjZhAYXXiDfcprZjdkPzmjKRNDqSo/mAeDx8VECQiVagGWoa/BBBPWU2lpbhfMeyXlcDhFzfHx8kObU1iAEYhvEIzO5t9su9EvddxKZO4VaGCbPHYg0igS27TbqnAo3xkkaw2oFDKsBGevSYz2fJSABC7RDTvYxIPtPYTqpazbUJvAX6Z43AcDrbdesQllyDDQNTJlYMiB2aLV0e+Gj3CubVT0C0KY2Rp2dRoaGmMilcw+w/9rxyU4h+DDwsvn/0/d6PqgeWbpeZ2rYgHNKKfA8tEnm6r/RMhkMXwbTaD76e4GtXNiN65wqmSKnM874VKGXB+56xCMR5vCw4yO5R3x90Uz4Xa2axfQ0SBaIwQTG4xehN+6RxV15iO2FmB4mjUuxtIpx/zv2gUofbSZtwSwLnQDvGC4BhIDz6RHn84rn5wesq2DbT48nPJxPeHo84+2bJ6wp4bRExOBU9dbBgdFaQQoeIXrZpAQ4qiBuQCOhRLYGxxXchJXjmkT2jgAXCRw8mKTZLUSH4Gw2L2EJCecklOXaGK00lADkSOD9AbdTwLYdOEXg5Fm1/m3z64CcmtAHsCukUZp8xl5kXkeuLPLjMNFGoDUnKqatAa0IrKQR14gqoVAgdANC5Cn6YpO/mWKlCNk5EEndw7kmnzNJnA/Ib9QU2DMiW+ezsy3Vl4E5f8uq65QtGzUyxghHMvqRa5WibWM4NNh0Qeccat1hInmOaYjbTavTYFJbo6XWXqC2/WZF0ntGHCs8FPq5WiAHtpU/NYJZU6A6I7DMWrgzbtTvQt8YjSUzZGvUw70em3MOaPrM0O7Oj+wBTkmF1LaGLbPvhSBObC442znMtsSyKeueH30H3BEIRyR9VnofnK0tGJxuz3TYVWaDq4ZDsPUwkxoG0WCszdc1lX/t+GSncDqdP6LrMVsRZOjkiNicprWcuxG2GwtIevrnP//57iKsCFcVTrB07afmls5QljkGOO5poX1WZ3lgSBIfxz6ibu24dc4j5+1uAlKM6a7d/3yOSGnRPouifHJbEPNDt9RZUnpPjGPfAQa++PKN6CbtotOEpg7DoCg1ALU1+JpxlLEgTatfFpDSPFvrsBbXDK4F9TiEFcMNYU3wyeEUPR7OCx4eTviP/+Hf45tvvsb33/8ST4+PWGJEjNqMxg0lH2BuiB5aeD6QD5HEDmgIYITGKMeGUqtoyjepjzhI/cIBaEUcg2C5otMvuLGDCxG1ONRjkwJ0YzTF3R/WE4qTmcK37QIPwhoJD989o9aKl5crji/POI63cs+c0/qCbiiFB7LChUQOP757wW0/8O7DBVuuOGrF7cjYc8VlO5CzZBxF2TitFNCa4AL1jndyFo/rMsMIZhgkUAcZQ6WgNMZ22xFDVNVbaN3DBNo8UnQ9AkxpgfMO7z+8hw8B65LgnBjTpkVxInX+rAVHcog+oOS9R+WtCNR1Op1g4y6rZqoSnLi7OoENEQrBKwNPMhcVQdEsVYM/hVWMmPBwPktE2kQihtvUUElDwiUEFag0KrmFQvW+y7a1hhhE5SClRSP0gAqgFerT6oo6III0XpZScL3dsOrYToNiZY+7u2CzNUz2696u9IPo7nW5imqu8x7Repm05wMQWMiTQMW+GgVXoL7aAo5jUykeRUtKUwn+gO04xCHTUGVNKYG1hgHvNQAhtNJUYFJrHtq1L75ast51XQXtyFJ7nRmV/+ZOwYZwSDAoommGV5mXJGLkXOy+djbHrmJtM93OFoFhm/Ia01XizhCykY40XZz9LhF13vlxjFb1zhB4JddsnHFzNCEEER7T8YnDw9/rvzAzbrcNu47ba4ojy7UPWXFmgZ9sMXoCPJGkgBDnYJLVs6y4xfwWfZIj1KoSA8p91mxe+hW0ZhLIgU1NcrvBO+Bp9Xj6+hEP5xV//7tf4/HxhC/ePCBFjxg93jw9ytyC2BB5B0pGzk1lqQGqFQRxQK1mKewfuxh4MLw/YQ0BLQOEhpKlSO0htEiwCufZCNMitRahYgjMECgoBO6QPKGytOdTPVA2kQH3rWJxGcYFr1DHswAbF2zl6NEQl1svVkIFBh8WJxmOI5z9itIWHF89oDBQG3A7DhyFcTsachMWy207sO07PlyuaG1Dve7IRWmBzoN9AJNDba7XzpyXnonT+dSziNMic7e3bceSElJaUBqjVHXWCmm4ICFqLQ20UDecAHDsB0IQ4bpWhh4VAX2WsCNh60nUaUZY1tS+iwjjodLlDCE6eACLVydRa69nnNdVZV2kKC2fN9F1ne/sQ+h+N9q1wGpirIrWE+fiZlV2Ys89mHvW8LpJcN937Mxd4I2Uhy9BuwZJrDCyc3AgLClh1dku3BhJZ2C87g43+M5mJdg8C2HSyWttepkxrRgyo4BZisPF6h4GhQFoTfa3qw6tyhow7TM5zD4Chquwdh9HaeDoNosIvRZoQS6pvYN9CwAaa23O5DcSwIzbNArW1Lh+jkMA/ic4BYvU7YMt2hdjip5JiIca3G87Zu73XGcAJrGtCRLqnYMY6RCr4bQHb5j7aV07A6Aqzcxoq6f1pFLB+nksmLzp+5izcvr6uZ9CnITR98Y9cHcRmP3emMQVnAO89CQQoO9xD6NZpm6ptC0iKcwz2NgmUBE3aCQLgHyQn7cKxxVLCPjy+QHffvMWX37xhP/0H36Ht28e8dWXb8Tgg0XyQvASUNthcyOgmwxaAKtNKKqtFaBYXQBwnBAI8LpZUHPfHETiELhJYyCULcYOIHjAy8U6jjJMnRiNJMnLrej6gWQcaAiQBjoHBwedTxEY8A3slA3HjFwzog8IJIVuAiHFBcFLoX4NUsxjF8BwaEzY8oFcga0QKhNKY/zph3e4XB0iCl62A0eu3aA5RGVuEUodSq1oDtQ8qKW+PpPuhQPoBeK8587UIcQuZS6PYp4R4roBIjX6wleH3Luuljt1yUKzM9h7CGGCW0PR93TKpoIVHhXutBqdBE1Zo1lx5N6NjMI5wazZ6mIYmLUZetMKM0TGonnLDWyP2DnKa8a6J6ikd613g3cATPdr/n3t+PaC07/UF5RatL41nEjP3NUeGWog+l2254d9IYwMw1CMO8FNzaAcGWw99zcMiOe1HRyOQY0YSOUo0CXtey1gIHgDmcc9fNj7GjBo9mXf1WnPuCY+unf/2vHJTsHe2BwAIDr1c8MYAFwulz7AHIpFWqGp1tpZHHOXoN30bdvuUjtyDqdl7Z8vRlrUVLvmv0aixsV2zuF6ufSM4M3zs0T3Sm9zQJeVBck8BstoLC1kdcd36aX+XDR19ME48eJNmSaki8TYEOIkSh8H+XK5Ke7olJKq72MPW1eAb7p5uMGRpL3HdlW8m7XYKIXTJTmcUsB/8+9/h199/x3+63/9j3h6XLCmAEcZ4AouH+TdmcFZBvyILhEU8/Uyi7bZ7ISKVjK8k+HgtlEAIG83XEsRvaBagDoUar16bKtrcKt4eZHPDjHgdD4hxqTwluyLPR8ie7LvHZMliG7Qw5JGnUSjUk+ExTXEc0JjYX/k4qWGUTKC1wi6bGh57xuuAWhMosEEwIWACAdqBO8T4B1Obwj85hH0/Rc4GqM2oDSA4cDs8P7DC663Df/4xx8ApYFebzfU0sCXHcYeylzATKj7gR0VrWa4sCB5hwIv8FLJEok7gQHev/8g0OFEl621gVSuxOiT7Bishq3TsrVRtJUi92dJMnOBRgfyroN6Wqt4eeE+GCgopIVWUXNGLhkh+v7EpS8GCHFBCAK1so57LDnDirEs0AD8NLOiwyFRnGCb4FVZ7Wy2sddWggpZeuGNo00ZAk+1yabEiqeHR9iIXNsb27ZrluMm+YphxwxSWZZVyBc69AfQfiBmgWG1831dV+z7juM4es2klgIKAc6L7pqJ0e3bgVpbt0fruiL4CHYBpR4gzahJbYL0nki3elGtsKIRcLfpzADGPHY2909CxQ6BkIvI5qxnIQ8YFGfP4f8rfQpD1kFxtF6wHZLAALqipixuvoNzZtmJuUnEDPE8Mu44DpAWZMa9mXE/u0FqwNvQIuqDQ0iE7So+hqrEmrOwJZh1iJBG51YYslzNohuMtI+I+mBwANoYZWJz1F8jm8CyGqk/ACOqk1dhZEdk5y2RelFROscNS/JIwWNdEoL3WGLA08OKh/OCv/vtd/jmmy/x5ZsVKRC8a8hZYR/TpGdGzfYsTLSQpZekChXT6LhcKyoYhQTisJj0oB2OvGZEFaWV3u3tp8g1et8lAqzgaD0ZVRdtLkoB1U5qIuVaQwzf4Ug6mPVeADpXQu9baUWnjRV1Qg0BbkwEMycdvP5e04yE1cECVAHHFeQ8FhalVhAQHcmAJHL6PY+FEvaFEKnBuQAfE67bJk7HeeTKyIVxNKDUhoMauOzIrSItAJzTnhFtwKsAVBDQ4BWhXco68wEAOZlu5z1cTOLQaXThkq6x3k3uBFueC4zmUCyC7F3e3iPGcBeI1Vql/4Gmhj8a7yPDeFgN0xS127OfDY9mEh2jtwKqFUvx6lCItEe5NEW4E0LRN42SWKgNRCFoc6t8vEnBD5TDXmy9CbOT6qydCb2A2pPX1/b69f09nIPj+1qGPCQNqvuzkHwYE8qgt0yMOKY6DvDRvSYCRDfMrgf973dh5mSv/82dQim5Y4U2v+A4Dtn4y4LHx8cpOs4qsAWFTXKPWqxb0rqJrYM0xoi3b9/279lM4Q4fuaGN7ma3z1LoabXhdruCWbRUvPPwRMjHjgwbe2fovUJTtYIL99oFcC+nKziewUty15tipjN325he3Lg/zJ5pgEbOR0InLXUSH3P6UNlgMofgPHIrqMeGYz/giHFeHL5684SvvnjCr37xNc7nFW+eTvjm66/w9vkJDwshBYc1HDi2TeCR4yaYsROjL1G31YYYR83aPChD67MW2SUtbl2csNlAdIaOJjXnrmyKWrWbU7DgFBPePD9jXU9Y1qVngT5ELerv2I+M6/XW76tXWEOyOCE2Xq+tG3vBxhuC6iuRExn3jms3ga4CR2kiBSMlEZtLqwwj2o8N2FVsUSUq2pHBIYGcR4JGiVXokvABIazKlIr45ryC3AP4N98ipgXLcsJeRUp8L4z31w3vXzb8D//jH3G5bWi5Yds37LmCWoHzAeSTXCsBR6kClDnSe+P6lDuAkdIK52Quc0oJKUSlN0oAJDTP2gcrAVLM9mHIO9+2m6hmKovHghxzBDKDWaLwxtp4SloTU2E/0DC6UtjNd+SR18XMmRljf3fOSce1BmrHfvTXdmNtwRYNPSdMQaVBqQYHEWhk7pBsNC6p1z0tIwPupaNbSwoxmXJA6ffPT/AzM8O1huK97G2yXqAx49nkUuy9U4xAHAJ7RCTMJ73nIXisMaLoHqxO6hAzjFZK6T0Jo/46iAxDImU4hTFO1fSX7lmf8/X/tePTKakh9hvYzLgqvpZzxvuXDyAiHNpxDKIeedrMW5txMEcV86hNE6iy778uRPXBI2awMeY3SG/AitZknKIj2Wi3202YM94L1skjSjHsTt6PO75rDvVeD/4eo7Q0/44GNkUcrHmxFCSlAOjVwxMI3mtWwaJiWmtFrgwwIcPBo2FxjN///td4+/YJf/ubX+LLt49483zG0ymCqKGVA9E7eL7iuO4ojpBvyrsHIVghhhtqlg1yvdzGnAitC+z71rOi7hQIiCGKEzesuDGWRYr+BtVJg5pAdZad+eBxWhaVXRCpBGiERM5hWVaEEDvDxCJZm7Jm2d5Nh89zbajrCrBQ92qpPcsAcx/Aww34cLkqC2NB44xcKt59+IDOgAoi83DbbkATWXApkjNOp4RaG458SHJAFcw3UHUAe7SiWDoFtFtA9l5HkQY8rmc8vl3wyy8f8d1Xj9hzxfWoeLluuG47fny/YT8yLrdd+kug0uCAFLG5ormASA6VpGHyvCSkZUUK0ix2fnjoGfm+b5rd5U75LHkHVXltiFEyjzZkJ2zttto+kotuLAqmptZqWRazKua2BlIHXXLWAEKelQM6RdVrXdBmC+uHYmYuSl+DlVzvC8LNEAOVzLhtW8+6gxeGVApjUJFBIzZpr9Uh/U1EvRvZagnSc3Sfddw12TF3Ysrs+GSdOq2tDSq9BcFStxEaql2XKSLYvZF95KXJsA04CKrfxho/OrgudihzSaDzQeQVBq0JDC+MSIPyzVk5NxzyKLT/G2cKZMJzqgLIsK5SYWHwIUauTgwIk6MwDZW7KGKK+meW0lxn6NghhiF+TXG14T+mhNlaFU2WnnrqNCTvFP4yKQpbyPNVjhROAvz5h6PUY47kLmPRn/Ubb2mffQ5kDq38jjIKmMGtgLjC6UxVB0IkhzUFnJaAv/31t/j2my/xD7//Hd48nfBwTohUUcuB68t7lLyj1QO13OTznMMSF8D7XnepRWoF+cjYthtMyZGdPKPtdhVOuxN5habXlVSqwu5/aw0+xIH7OocUgzLAMmh6pikGLaKpXpCm2+AxGEZ6P+Q5RY2UnTqHxqI2apkCs+8463EcotQavNAl2dYc49hlJndiAE1mLdyukjEtS0RSmmZTrrzXbBCtyd+1Mdg71oRPCu/gAhR5sFasLiD4mOSeJI+0BMQ14nyKKEw4KuFy23C5bfhH/2dcrhuoZWEiNcaGIji4ZTuuwbmohrh1iBCcRNpD4TiiMQxGGEmGpXLPCH2YtvZkEAjocNWMMzOEYeR9UAosrMbZ4Rt7FqZOQBgwFcwJaGZha6ErFrTRuCrncQ8L98JpGw7J0AiTm5hnYY9LG1CT7bMxc3DAxj0T8B9nNZ1hpfeiO0or5KqdoG4c0G0fQFqTAJyzgGoUxa1o//ozrfhuaIRcw2y0qdswu257fl0klKQ2m1LE7bbJXVUEQmD1mSL/6TUF4k/MKf67/9X/tt+4GZu3D7Wo78OHD/1hmQCZ1QusOFZr7XNgrSBjkJEViB8eHrow2LZtMjRnGiqTc5YhIBo9eO80MxmCWoK7GYZee4bQs5MqeON8HfNDMakN0VwZi6wbyKkGMhzYyAZ6vcEeRtWsIGcQF43gGc+PCW/fLPiP/+Hf4auvvsBvfvkLPJxXPJwWLEkMp0MFWpbGqlbQasZ+fYE0SAtbR1aRg3cBgMPl5Yr9OHC7btj3G2otCFFoeTYTGRDRN3sWz8/P8N7jer2K0SaHMInG+RjgU+yLzznNCKvAT2Dh4Nvn5P1ALU3rCDYvQqLNbduwritiCFiWRYYj5UMwd4w90plXGuVKet+EBgrgcrv1jXi7bF23qTXJbrJxwZ1s4KZRmiPAk5coS4UNnU6tWlfJdB4fHwBuXRq5tYZGWogl08VpAER7yMeItJ4RlxOev/wKLggf/eVWsR8F719u+Ocf3uGH9xf88w8vuO4Z7y9Cj60NYKeSDyHg/PSMlFaNIIWplNYV5LwI9OkcY+8kO3t6eJQu+iwwIIwxxGPtApIBhuARnCrYqmBh0aIr8wxVaGd0sOHzUGMD0Ku9I0lpg/NO4LfpZ0QEOOpdvIAwqTwZG0g0nlSMpe9CM2jOuV5wD16gMHKEh8fHTi/NimIkk0rnkbVLFC3rfp6yNjMpobYhajBkIohzIDvbCKcNvS8vL3DksK5nWc+d/n7gtl1H4BPjcH4kQo8mLV6K2CLxv7WTOzQWRysN5/MZ5/NZskBmHPmAqDQAHz5IB/h6WrtQp5uu/fn5Geu64v/6f/k/f2zcXx0/Y0azNaiNIobdKIGIct/ErAXbMbV2GM35IViR2TIFAD3qt4H0tQ7I6F5nBCA/sgkCT85KzlEcg8E7Y5Rhmwz57BTmc5UUU9Nbvl8YdsxU1nEMyMmiG8tQaj6AVuG44LQExOCxxoSvv3zCd9++xT/83W/w9u0bfPn2SfoKggO4gFtFPXZpUGsZHoKvQlVHZRuZkzZOP2Hfc8f/l2UBI8J7gnR1NhDFnlanFLFoKuqdw7osit0LtdaR6M6DNNLUlFoiL+nabVUMt6n99oUtv6JwBIGY4GJA8Cf5zBBFI6oUzaJUD8gL/lx0KBKDhd7LTTpzWQzQw3mFTeOSqFTYNa0KdBdsvgMIzMI9HxPMABciGA65ajdzAcgJrTRsO6DihcYygzZ4RdVPqkoflk3O4LKjUsNxC4hxAUJEYBExfPMQwe2MFKRb97plnJYN173gKBW3Q7q5S97R8oGmQnfOEWDCkaYjps6ytgqqck5ZpUycd7153no4xqhP6ayuqCDSMalTIdaKzK0xvNVKx+bW+3yfxd8dVk+bMgDZJ9Ztyz0NsT4UEFCcA1kW289FezK8u+sNmOGj2lqf+937IKbo3xCDed/an/ZlWRGI4BRums//9f63mhpgTmbojN2J53WIWUuNHa42KE+aN2tT0Tv7nXEr9X7K86hV2REstS8ZRCUwlfNSvPaqGlxL/vjZfMLxyU5hWVJP56bT7TWD0emskUfO8DQmrs3Rinl/yxrmgkiIoUexOR+4QtkKMLnaptKzsQuuiTe0JrLacT8AHTcFPIyNYOVmZksz72/c7MDsnO37c+pqXtjqH/pN3Tfa2e20ea1WHLcbAjGSB756esLz0xnf/+JL/Or7X+BvfvNr/O5vfo11TSjlhpJ35HzgOG5oJSNvmzqFiiV4aeBRiKXpPRHdO0apQKmMfBSIxO6KZQ1KhS0o5cB+3BB86Lz3lCLW0wKv6ep5XWD89qi6PCklbEfGnlWUjoyy6tEI4Or75lN3KpkMyYwFJgKzE6PqFyxL6sJqpli7bRFeIZwUCNttw+VyUYZTA7ejQxW17HAU8eb5ua/IGJw+d8k8am24bTKStZYmct5eorsjF2x7RlofwAx8ePejFielZyIrNCabmnXTOlAA0rLgpJGb4cq2Jq7XG8q249J2xJhEopwW+JDw9vSEU3rE128f8O3OuG4Z//zDBe+vOy7bgX/50ztcbhveXS5oaUFz0pgUQkRcVxzZOmMBwMEFIB+iDRRiAHbp2nfBS29PYyxLwno69SCsMYNLRSNGSqEbKMDwc6e/m0XPTCmT8kSHwZ8lLaxLejak88xi731np832oAdtsD4lxd+nINE5UUGtVHpQCF1lFs3X9jEbyjvfg8Q5brOAoDsEZlXONchXZMqNhj7vf3Nw1pcFMJZF6l1Cj849mDWExDnqny/ZtcC0dg+LKu16DcREDtyQBoX9SFhf+37AZbGXXfmh6vNHRGtC6w0h4PIyGnBn2P2vHZ/sFPZNhoyj2SJxvbXd2tmJCCkmiWZc05RTOp2Fgph78UoOi/5av6mRpHhJrHWG261DQm1ahMXGMRpk46g/RBt+w9z6EHjD/4RnrfWRNvljElbHiFIs0pEH0wtMLE/WOd8jDMMcwVKwNNgKraHsBcSMFDx+/w+/wVdvn/Dt1884rx5rCvji7QOen57w9s2C/fYjjl26cg2ScWB4F7A+PKLVLPN+86EbgVCKOEOn51sbw4eIuHg8PJ4FylHNFuclOh2ifKaI2qAUCYWj9MuJBkyjisYVZcsoVYp5YiC9dOcC4hScjBANSnFlbvCRJNMpVSTH2XBbANRE5rg2lXNmEQVjRqtiaGtpIBcQGGggNO9BNvS8SbH9+v5HbW4ag0pMtTQQ4WHxYDY1UXme9PwgYo6loJSm9/BR7q+xXRqjFgZDrsWYOEwHtj3jcr2p8q7MUY4xIS0Rb1V/v9YC9Yq4XN6BAWz7B8RlRYoJz6vHGhqSc/jiMWE7Ar48Sz/LP6+MrVSUfAVvBG4r2ClLrFidjgDyOmPboZZDGhkJKMfeGUTHtgnRoFpfxyjsrv26RLeKWRR3W63Itx2eCdRMWypgWaLOPy99TC4AUNMip2LGjZusOXixDxNG74gAr9G2dyitjn2nMZoVk23e9VGleZQ0S7NsowlG1J0AzKkBKK12mZvKhrFjNMR5N4rlh4g4emfNkiJp3dBQu31D3zvW/a3vpFCb04yAtdArWTHpXltXmy1SRK9Ksxvbu2gN5B1Oy9LHCfeiOTdwzahogAokghg+SDYPUaMfAnwAXPQgL7au1oJ9H9nSv3Z8OiW1y1fQ+NOC7FcZilE+Qdaco4VDnhgJdpetyIb7/gCDAWrJdx7djpmxABpMCZhBt/+4SUYwRSaTDe8nT5N8rl3UQJf0/TssJWazF4ksVVZaJiCbhLjBo+G0Lng8r/jbX3+H7755i1/94ksQishSnFes64J18TjKMbKoKqwb5wULj15ku4tryJpG1so6vB596BGoCV4cAkISCmjwEeRdX5hCWwy95iHNTwW1ZK1NqIZRl8cf0R9YC36E7kBcj8J4OBQiEDuQh4wlbejPgXlQ6Ro31fnT2RgQii8zox2lwz7SVQx4g67UUbdWceySEZF3/fy0zVGyHZBKxlJXv0wxgD3LjAXVWqopounsYGlUsghR14yufcuEpa4kA0+kLVJYMEtMo9hnmHCTeRDyfAAXgegiXADoJM93jYRIK9bAaHnFu2vDlhmtZWFAlYimstYi8CbzB0KQOQ5F6YhWTAX0XrQGm50h537I8wCLGqtz8gwNb2LAZpS02sBesvVuyDv8artn7DdM12ysqEqjx2nuO+oQ0LSXxx4edsTqgix3uMNOlvGDhzJoD7AxwVp2vpONEpsxdS77CjTu2bEjdXCNFBrU8yEaz1bvwZwFjD8JjgbxxGktpFLT9V1gcbvtIdL9Y8hDsx9CfmZQvYcEur2o7UidozgF50a9TzagPJt/+0xBB80b5j+zhObK/b7v/eEe+waQ4tn6gI58gLS4aYvYKv37vkujDuHuPWeI6TW1yjBKatRTT9NsAUSOmZB7AwqAPgpwWH0WFkh3IujOwJ6adDyO+amADu0hMaqtVpTjQGEVgCPg7fMZv/zua/x3/+1/xq++/w6//sU3WJPHEh3e//hn1HwInOE8uEG11YEYPVwSO8ZVMobtesV+u2LfNsGbmVXXSZg8wsIiEYjT5wM3ZsxCi1peC4C1VNV0EXlr67T0PdVtMhNYC+ei+W49DK7zvMshhdZWq2Z1Ej2e1xNSikplJgChN61ZFtcayUaEnBfp4t+VRggVHSMAKcosjOqUgcYMcgGoDdt2g3M6cU77GGKtvaZQiur1eAdyImy2LIvQK49j9DgEB+ciYlr67PB93/u6W9dFGv0YfcbCth2oJePH9y89UHnz5hnLknA+n5AWmTj4eH4GNJps3HQGuKz9xXs0yoCrOL894e1jwJfPCz7cGLet4Y9/foe93ETy+XqgVsZyesRxMLZcEN88gznhcrkheI+n57e9MFy00zYfouuU84Hrywes6yrwHSlD0hY6SDvtlekT5Ask9Zyj7GCI41mWpUMlsIh22ptWdHXOIx9Zek34PlplFpWAGVJmHo2oRsE1iIoh+kjWpGbZR/C+q7eGCeI1u/FalPN18VjmQZhooXzlTfZIa8IEs4E+FugaucGCVpnCKHaCCD0lmeE0W3tz34DXRs/ZrnZ6rNV35I1EOFJn1s+T46AKA7frTdSPkwgxQnu4PmZK/uXjZ4zjvL/AOXK3VvoZc5fUT6KKogUP0/wHoY8MJKIui+AVapof1utzmPnE+k1Zjvb+0AKxRcH6mfZZ5kX1Q8AKm1jEA/TlPT74LrqFZgpNJB5YhOPADdExvnz7jMeHE948P+L5acXXXz3iu2/e4M3jghQB4oK8V4GZgjT0OBfgncdxCDPm2DaQnDRaOdBKwb7dUPKh0bwUAJ33nR0Sg+9QheGRztksaUlNuTUctalz8OoUCSlEAFKjSEmw6JL3nv2YyFkIvvcEtDLWg9EPH85jbOGiA5agjrY1089q/Z4KxCR3VJy7aQGNhjgJuhitCtQlA3iEdCiKuow+Cg2io0QAWhkQkKwPgGvV7IEkVWfWqFrWjcyJEAzbApkQQtfHSssiE+Z86I2bBJnV4bXXpNbaWUo5ZyzrikVlG5x3oJR6ROtVWqG2Ak8NkRjgA54Yi6/A4rF4D64rcgMyO6zxittRsDelQUaC5wqqBVIsl9kZaVmlg9gZU0quLfiA88MDlhiRYpDolG0us2ZmCpM45cMzcCcZXfW5+RAkGOPWC6RVx70C1HnzYOqaZn3N/ETGMBtqYwjO/UCvkQJM79NJI8x3+mt3Gcj0eaZWOwrJTftkXDf4VsAmGhTe6U26ATe20V3H9TAn/bMF8mUwpsl407m9rrvaPrY9Qd7B22vax3bYOiRkyt1wjjy/3yccP9spAKNQY98LOq+41toLb8JpF+rYvu+gVzcp5zHJyrjVohB53403L4bZKfSCNUnqxE2bQxr3YSGCTo3GqyF6pzibft8orHJj9fZSz2L1vI3VoEPEIV3erYhEQ/DAGoHf/eZbfP/Lb/G7v/k1zqeIhweP0xJFJpkP5OPAsQkdN/iAVXnuPkS0ehUGyosM1mHtaq614NhuCtkQUlKaYAyIIXZcWwK87vE6m2EuNuVWuyYLIJHPsiaRfeCKh9MCAnBTtcxSRWkTAEijaxjbQVlNBOlIfnp+0zebPSeTKm+q6thaQ1SH1JRaysyovmpdQPT/uU5YLhiFxPCIzZLrkrm0LLMKADjSmg4bq8OUb0PfWI4Up60V5EgZXgJMxGhZL1TKWhVzS8ZuoyRDwLquOI6MFBOCj6o1w51wcbldse0H9n3H6XTC6bRi1czJUZCMxDsdb9rQSkagBvKMXG9wjREdIy4rsHg8LA9g8oBP+Kc/Bby/bPjDn19QnMNKEVWlO9gF5L1g2w8s54wQE9LpQe6Z8/AuwCePp8czgiN4p1MK4RBCQqtAI4VIlX4sUJDU5pgZRceTgoF1WVHbBO/wmDdN5HrxvTrrnxhY80eFZr7vujX6piksz30DpGNAmRlRFVF7PUIx+8Fi/NgpzIHhHORiyhTEWevIUs24Qwjyb0gSYNTbZVlwHEfvMrdiNNDR5G43a2s4cunXNJwS9/Odi+xqeVBaRZhEQGurQNEsZYLcnNNm0oPBNl3wJ2z4v3Z8slOYvaQ9kNk7zk1odnTZXvW4rTU4r6hzY+FLe4+KrPIC1k18/xAtvbrTLtKLnOeQeucFv5aYc9wIoo57GxthYOQjQp1un95Aw0mlaCliek3n1x6IHlgXh2++/ALffPUGf/e3v8Lf/+1v8OUXb5QlUwDOaFvGvgG8+Q6RoFTkXPBPP7zr8svbdqDkA9v1A6QGRzitESlEnKJEx0SADzZhSlgxRDoVz3uElPpzKaX02knfhE4bilga/7wPwmqStlRcL1fUUnC7vMB7mUh1Xle9h0KrFKMvI0y9zTJg6fug5jSKkju5HeJYLMosOSOz9A1Ip6zcY+ekLuB9kIQnDBlpwnDoMabucEKWNDyXAsdCUaUmVF26oxVKgBDIunpFpE4kWqeoXWmtTGIQGosulPHJt2MHHTuOXaUjvEdKHsGLmFlMHswLllUcxb4fWuSX/pxt27HtO0IQMoV3Y8a3QJEyU0IMR0bNB2oDfGuyRqvDd08RXz484CE5HBXYm8Of392w5R17JsRGoEBIjuGIkRyhskMhxk0bSxsi4DQqZlLCgdPrJOQjixjl+SS1plbx/v17jZipq6QeeQfzbBsIITxAGIm1jzIVyrjq/kzGcN7Hr79Op1O3LcZ6TIvMuWat+bTWkNa126JRVxh0d2uUnLMCoH382d6J3lbJAAv7rDErY06JLVVsEwBQg0xopNLPce53kAwJHS6TQDjrPJVd5134O8dl9/GOeUUO7BqwLgZ0g0mmOr5cLt3ueu9F5NF7HPmQsQEGhf/M42fPaLYLnFOe13z9/rM2vGD3xmRJjuL3r94XszF/dcyf+7o3QL85oCQYDDQKT/fvMTGLPvoksnpZf78pzZECMkmR+OFhwW+//wbffvMl/u633+P7777C48MJ18s71Coy161AmEhHVUEsQmHJMC6Xl56aZpvlXDJclMhuiVFwfvawzl1xrGqcFWYCsY77M1qoFcot8pOrsYVmBS3vPWorkuKDULIY7qpzgZ2TorQRC+xWOCcsJu9jf8a1QZyU4tJG7esRnq0PExjTcmF/QmxZG3UDZI/DqLNdeh0yh4FJBuFQE+gIYNnz1HCX7vWapD57XYuMUawjFb9jIi2M6zoi6eWQgUJVAgIEbZpUI6RXIh8nbCDTaCJyOPQ+lJLRmkP1Do4lSEotqvHyCCqP7omk0EkMpgpmichTCkjwOFaPoxGO5pG3HYEYoQCFCbkRCFUaJFuBIz9mb7MW8q2KRBYUcYdjatOyuZfObVSRfaderxLM/HXh0gIT+fsQzKy1qsLrwM3nCNn28zxzpWs5Oc0KdH/jJ+yCrKkG0rXxl2AjWQbc2Tndhij+zzAJaw2k7l6nIaIhJCw1FpErGdTP2bGJEfkYdn8dSP9rULn8nOBeFeMt6DMq8Gx/XSFU4Cff81OOT3YKpks0HroWi3Va2U+xg2wDi2iVRLmmkZNCRN4P7G1TOIQAuB7lnpRXbXK1syLrXLcwo20L2XamPUBLKz9yDJD437ICNqOn8Ai4KbQA6TPghgZGyxXrmvDNt2/wX/7TP+BvfvMr/Lu//y1SIBAX1LLh9v4FwROW6BHXZ3AVqd0PL++lyzFn5Hx0Tryl3iklhODw+HzG49Mjnh4esKQIcMXt+oKiXdzis7hjnswV0XubFCvQVAhwbnSVxpDuNhiDhCbKwuiw+yWQDeHh8am/T5ja6kW8CzidTgoVNWSlKArFzml9JGuviXDLrSEuhQg09FGRHTKgIUlQSgWjgZzvDtOYLIDg06U17EUatY6cEYlk6JBeRy4Dbx1JOHemywJIDaZJl7Bc6yIwSwjY9kOpqqIj9PD0qE4u44d/+SNqZWVnSVbkvazVY8+9qL+eojpHmaYlcjBKdVU2zbEX/Pj+RRyhwnEpLXh4eMCyCsc9q3hfLQ2lXMGVcULDQ1oQlhO+ffoalR12Jry77Pjhww3/8u4DjoOx7zcsj884nZ9wLAFFabhWn9EFgnK79r/v2wbvHVIahc9934U5OEEVfZJYrV3uesa5rR4QY+x496IQXIwR+753tQIjS5hj2HeBHSs3uOCx9DVtfShagLagA5N8ihZgc84oGnQaHCXy2w1Mwue3ox7HZPBHbWvsJ5lDfhx7vyauQ9ATwIjYFTHxziGm2LMIQUp8l+Z5HeTav2dCj+1fExW1jFuID+tdkdrsru1jm0lv5/apx89oXlvu8K7Z8/UZBNPFDcqoFWrU8zWLOO31FaV87MXmxpjXnnRO08SYKGWORtSG7hAsoxnvbQHliB7tB3MRocmsBmagVaTosUSP529O+OLNM/7+d7/Gb3/9C3z91VtEzzKXuB7waMJigOjcX2+7sG5qxXa9Sod2KYJne+lqZpZFs65SyEzBa1MYo2rDWq+xOKfFcX2AOr4wLqtioSPKiMZnhmgLEbkBKQEaZXhppW+E5gA6naS+o+JhYRIfYwYQxTl4Fc4DhBZLjRXasedXeg0EMLlgr9mF1+J4vIuymmtw5EFUJNh3Tge7R3TxbpKIfnEOaT3BFFgdK99bmWDkfFfzJOiwmz7vlztNurbSI9CYEnzQa3ZOFWEZIUYsKcqkNcc4nxY9F8kzTcgsRo1UtcPVOy+UYWYUMKhKhiCzoblj1yGkwbrZC1oFmB1i8nCeRrADVlE4oNYMUAXnKxxk7CghoCWAHiOSf8SWK368Fjje4YtDaOIM2AVh4dcKo5LO2X5QwbpWq6gNB99pkqz1A4mUJ1iSXCeWCBVz1GhiDF0ue26ies0Imkf9AmLIDEaao/DZDhhLyXsvWbkWfu31ZqvssNrbbG7m6HvAPrj7zLnmaF/C8HPdYI9GWdHnAovarq33opBO79dw7qPrmtGWu2DYqXZbXwpTkd3uKYtcRlF7w96pusD9e/+145OdwrquKDpcxS7EppvNhefZKTQ2QzagChuEkXUWsDgFk5UNdwsEGJ7PLmqGrewpNXU+oGEUwaPe8DpTQE8NaeSI+rsqCA1pIFOmDxHOi8wu+N1vv8P3v/wO//P/+p9wXiNS8Kj7Da0VcD0Qg4N3BIYs2Jf3lw4L5UMkE5gbzucTQgxISQbENB4SyI6A4KTpK1ebLGcKkw4CDTcwHGKSyDLqCMgZR7VF6p1kDbIQrRMTcF4chaw3B25exwOiG+2YUne6oimkkgMWnWmxkqhIZycBNR8KfxilVaaswYn0iQntpbTAkVIJlcrafINrQfFcUe6My4KiDVdwDilJN7SswYbr9QIuRei7mlk6vwP7Ds6HiAzGgIeHc3/cpUom0w426460LKrku8gm1gK5czJ3IFeBxx4ezzKacepihhdeflqk+Cjr2KFqYx41mS/SmkNpDRVNn5OsOtH8qjhyRc4N+1ERkkeIHmtKAjsSYYniALg25KIS1KqX5MMKp9LMXzyt2I4C/sOfULCj5IrYROuJQtDJeqx7h1G5woUA8l56OCBNqZREnXTR/X+7XnoXvTQiqgEnaaIiENgBzjWN7JW1pppVpd5j8DwZt14X0HtqY06NHjzDVTN11SLlUiTgMoRiVoadbYj0UOHuZ3PfkwSTw2JYliwWgzpV23mpQVmmk1Lq71lKATuPGFoXMRTV35FBAfcR/Gy8zSlsSvJYtHbSg13SQIvRCTaWUVRDFDgIsux6ZxU+5fhZfQpzobe1huv1eme07ULsmNvcW61oGsmKZ5toWYrvzoyRIacxbthrjw8yJpR8j9XaC244U7VeZQoadXU1RbbXaiRUC7hWPK4Rb9884N///jf429/+Cr/47is8P6yIwSH5AioFrTIW76Rz0Ad8+PAe27Zhu910OEwVlopzCGtCjKIzZH0FrR7IOif52G+dDlmdwOLSekBYzyeRpTCFT42Y07J2mV+LdNb1hBCk2MmNcZQM761YK5RL0r4DifBYnIJzIEpwWiswnLsj/6y9C0TIm8haV1L4aN9xayplXaWzFq3BQxsWG2utQMY8ehfgKSB4BsFLg1QPx2TTNqCrslat/8B5BJ1vYL0SaT1Lj0g+kPcNrRaENWPViDZo0XpdF5SSUWrFvomE+KmdtW8F2PYNuUqn7rbtunml6xWk9RwSQTkCdIOLIYvOqTijx3o6S0bXgH0/sB8ZHpKlnNdVKKt1jG6soYFOJ71u7eTXIUaMphlLQdll9KmIrwkE8XBeVOaiIG/vwcqxj2HBEh3+4fs32CuwFWDngKMSrpnxw/sL3r/c4Jez0FaZkNvI6i3qh8IoXa22QQ18U5qq61mEjRA9jh237aYdvtIwSbLlsN3u56HPMMksGWOsGpvGOBdhZzhmNvbOWYOjUxaRu5POtkN6fEyYbsbueXIaE7SWM4ilTyFpoJVS6vDZ7HTs3zFGgAf8bYcPHmnC/0377XV/gl1fn08vRRAQU58r0Yj6syFDR5pMXIs+9JrcXEf9lOPTJ69NBvv1DZiP+d93RWGGTteij15jh13gzPd9nTLOBylryGoEZuy7+B0rR/0jHyncbKLJ81p1qYm0hPMO33z1Bt9+9RZ/++vv8NtfiYR1CgC3irLvIDY9f3lQ+dhxu1ywbTtyyb2oLHRxbaqKQWsH1uDieoewyH1IY5j3wg4RI0AIwXVDLT7BqSibji7E0e+T9S7UYkV+hnNSeLbmM9cXG9l6Q2OdxeCcKEA6mTw2cbn6/WM2CvDQiClZOqK5Zn0YjNCjLOkKBWvRGMJfN3opyKJNAik/vgF9aIwzwTsfVCBNMF4Q+vAekxSutUjrvz7/GGwKXJRiZCkigcANYC+NfE16Kfp12X9cBXtnnfNLHuw8mmvwfqjvSjY0nh056emQTE1nj5MUbz1ErqNk0R8iiIiZ8x4+Ch7udsK+S6OawDaypQUOa4iToRM4sYK4as8IQHwAcDjHBE9AIMZCDrkRvGPcfMMVGcQqmuZSL6bavWZYz4iq3NamWTfpOhmFYdl/0p1eqxWZW68zmLF9bczNTrze4xb0/SVbYYbTXndHhMHHrzPH8Fq7DBg25vVrnD436acRpxF81GdszgvdmM/nZcfrbEgymNdsqPv3eJ0tkRPUg+SHnfzQ7Spr3czQDqIhN/AT9+KvHT9j8tp92gfcTymbD1NJtRQupYSiXZUdt9R0z+AOS7ksQvhLi+Yjp2MekFVvSD8f4PGgWfEje6k9CDalRBlFCW4IBJxPEc8PK/5P//3/Gr/49kt8/eWjqHK2DfvLTbj9QdhA3Cp+/NMP+PD+A/74h39CUg2cr7/9Fqc14nxOUyFeon5yDft+7VEsuKk+UkCIAU/Pz72PwWC0oFGZRPkezgWkZe0O0IcAz0CMFoFM0QkIXvVcvOHPNIyxUju6bjuRk8hc/id/sKahrcKxwD2tVqAcShzwKMcG5gpvoCyAtC5Az8hslcoHl9o6EwYsUsRxEVyfnGQugETPLiSQ9/BhUFJt0TtHiMsJrWbUcqDkjNv1AtamSCdNDKjk4FOCi0m0mloFagEnVjy29TVrMu+Xy6U75vMqU8o+5IzkCcEF7bWYppCRNCGSidHo+ZVt1z3hsMSEsETsEJZXpSpBgyecH1YwgFNO+PGHd9huUmxdl4T09Izr9YqSC7Yjw+n871qlVrCmKHpDwXURQYaDcwELBZxX6XX48umEBRknV/Hj9UAlwJ+eUZhR7auJIB50X9qktOAC1mWVKLRHthCItIlzsr4J6/g1h2C4u9kOk8m3AnLShscQAk6qH1VUcPN1jdHgJCsg3263nnnYzw4tHjNzl+qX2fCkNZN2Z4itQGwhZHCif1Q0AkfzWJdFdcSGuuy6riAaDs9gdQDw9KqgrIy++Xc/Is/QYGLZzOgjZw0wFBrTwvy+72hHG5psuteMTC8bd8B8n3L8bEqq4dryd/QU877YrN6uKRxTTM5iGG6LgIgGJVSKKdqpOBUCZs9vf7cJS+YjCFBdpfE1F5Tkc+T7pHiSDFoRfaJliYie8HDy+OW3X+K7b77AN18+4OkcEFCE/94qfBVjeL0WlEM6jK+3C8pxYFkinh6fpL3fiwEHRMnUHJ4spigFPC94a4grCCuWRbH25TQVqMYsB0eWYoqDkMuR+x9c0vtSe1prUZ1XLSRHvjMSiCwlFWNMGl1Y3wBbxAlCsN9zBicAqHI/pK4gETDFALCfGnY06gcArt0pCyde5QRYMhiZuBXgY9ROWmESkU69ISKZfav3wXsvlFSwZotCsfQ+guDQFm1gqxWsRrNHqtwku9Msc2Qo3PFmq61wM+eq8AjQtx24IYUA9h5BmWrQmRFtWpvBEdZF+g9E6iMjH1kDERUhVIgt71eFCYAlOhAHlFxAnuCpYU0exQH5MANpRV/GfhxwxeZY7AKLgUCuiCQIeSAccJzxdm1Yv17xeA3Ym8fGFXsVsbxrqWil4dgzfIxdDE+K8/L8ZLb0IJ0cuzi9GEW9mJakRWehVHrvR8Y0RclmwAeEA22MtJknWcX3ivQh6Voh5+HJ+qIYnVoLCTjNMHeoSim5UHkVkhBbVsWkp0VeJwCSDC8iVN0r8tSLsvdcRzN0RTDUMXD/8ppxu04Hp3H+avyNjZWUMWX3xpyCycaDoeoCDWtaBhNLHZadCffVOqRLCMqu/AuIy+vjZzmF7tHmNr0OJY2Iyav6IGvOa7reRINVNPN05dytGKKX1PFlgyowfmqeWxeoRHJ2Kzpj3N5geq/7a+La4JzMKH56WHFaAr56k/D73/0Sv/vtL/H12xOWSHAscxBQG1wpqMeB6+UF2/UqmCELrnxeV7x984TT+SzFV70/pWSdvdvgm2QGYT2JsY46RzhFnM9nHYyOnqJ6g2ZKFViCBk+fm0FjIi1s1Fau3KMgw2xtUxP5ju1LEK4Ffi/0zz1n3biSvRCGXIZ3pEVuBqo2i1kA4AmOoixeJgBDGwZoQBszEZwL/bzsaVWdgRBCAJtshdZOHLkupCiKnTpopYrqZ+2OhRB9BLmAhZ2IKZaC3GxtjCzWqKLcGBRGXwQJjoWgcyXIotIsw5FkGSnc2BqSyj+k4PU5Z81+gMpNIb+AdRUMeuMdtRxoRSXeCaLuqe+Zt6pyFBEpEAIF7LofHCpccIieQE0K2KWM/VSysncAlMP0vhTm8VVaMIsHtR1v1hVfPa94PFVcD+Bfrg1+L9ioYqsFnAuObUdoKzgqdMEqc8Jy3q3j31VVlBtiNGZZEEkHBsCqqKv3aPTRDK79oHKasxAIL+eMQ+WoobLoRngAEVrW91OYEzQ6mfvMDHMKRL2rmnV9SVw7ZjoAro/9FH+j2bOu05KFei1kC72+ycBY9mAZrn+lE9famAdve8C+Zlhtls+AwkNV4fVwfkA0qfJumyfz1p2YnAbDMutPo6X+LJkL+6ptbmlHv/Hyc+4OyTC5uY9hnlZmD82q83YDzONZo4kdPP0fsEdrekfSwNWVHvUh9S+WQTxEQD12EDes3uHvfvdr/P3vfoPf/91v8PSw4vHsEajBU8PTKv0TnhyuHw5s1xvydsPtdsWf/vQvXcr74eGMZV3w+PyE83mF92pci85s0OueJ5zFKPWBGKX4bGl1U/VTofpWNbqu36Me5cNUEjUK0ahFCtURzKJnBP39YMJ77Pp9tfdibdqS6N1iDosxAJMe4So8b25VqbRAqxk+6AjNbgQIzgvOn2JCrQXb9tKhLkVzALSOX8tDFwKCZQoxSORVyw5ukAKqJ1Ff5YJWDpFEBomgHQhc7DMcyEew89LfoZFd17cBwD6AuzMASlMFTnKouaFwxW3blc6auhxLaWpUiLrse24Coez7gdu+gRlKcW3woSImEaD74s0bXK8X7Dp7WKCAgJyLFpQFPs05iz4TGKcUVUpZHBEaIzhWyfGMlqUmUmod8IRGwCKKprupZQAVrjTkS0a5vSD6FY8uwJ0Trt5hywxXpY+DigM8QCSkDItWK0tkCmWhlSxG2zBu5taLucysXcIRRmIQJpxkNLKuh8G0QKaUjFIyPry876KCWpLSYrLs8F3Vm6M1NZLNYhFoyjvpFPfTz40GXUrBkhYNAMTJBB+7U9i3jEbGEtPZKDpe0+ngptbuC+ZjhvYQUjR7Z85gLmwbrdYYTMbSZOZO7rHagsmAy8yFqoKMmzCU1PEJfB3gY5C6ljohK0R/yvHJTkEOBWAsBX/FPJoN9k++usNLA7/7+D0wu7weTQlM9VPvP3l+rS3I/6biMhvmoZEqGlJw+O6rZ/zqu6/wN7/+Dr/69i1Oa8QSGDXLUHSpI4i2UtWJVvu+y+i/4+hF2RiliJlShDRIFT1942tHgKSBKWpx2CJRKzCSps6yeZtAJpaWuiHzMKJvwuyoTSauF6x64UxeY5ouFv0IjOY0qlDDDFKJ6sHNljQbgNZerLmvz5km0qE4NN13MaJWGAeshV+fIVvXwYDzSDM9yS4lk3FaLG4YxdZWC5qTngobZELk+rOuTfBVcl36E+RF5M/UIq2wz1XhB127jsyJWkbauvG3mceNCCgk97Dn63p+pJ+r12ZRHJeCruIKc7YOrHIKojR6D/lRx6G1mQnoEIGDGUYSmIsB15SCTa/yZBprwoK5yq07D0KGJ2AhDwSGB6GcE5YozU9bAXKtAAuM2RopYskgXUcCi2hhGBqbOYL3Sq1sucNc5oAB/R24vpZ7nwCGvo9h/E6xebsm1hqdwNL3tQsL1pxzo/FS7ctrxlI/ZzM7PPdFsa7DsR9E/r/186t1OAUbK2zOba4l8N37jmcz16PMcRls1OEke+40hPyAgbpYCGeZCvQ+zIyqn3N8ulMg1mHqrK3693Qsmy5ko/xkEwuOPKdGgyHj+2vvMcXao1gF6mDGfHYJH1fUzS1wvymCfSp2qNhyKxXPJ4dvvnzAf/+/+2/x6++/w69+8Q2O2weUy3v8+fJO4QmHyI8ACLc9Ix87Sjnw4/t3yNowcz6fsK4rHh7PCDGAHHC7XVFbu8MKV+2YBajPOpCCl+vZFkCabkuE5R1pCiubwqthJzdNs6M5W5DX0KSl35p0BQt0JHObRSYaABPYhiK4oFEvwfsECqoFpD0Vdc9orSAfN0DHYXIrIFKZb332zPJ5Ka04nR6Q4iKFWkuTnQrZKUQlfSyy5AN5VSOt4gRZZkM3DzgQsmL1eb+glYCag3Y+DxEzIo+ai3QTx4jMwg5Jyyqdz7vMPwjeIZKO+mQZTtNaA+lMbhCBvGLILPMpYkwIy6I1m6xc/ZGZNjBCiohLAgXrHCfJAI6MvAuh4tj2Pqfgdr2iloqSK0yuOS7SqxJ80IFGDRV6nSzyIkyMkguWmPB4jtoL0fBy23CUgi1XNGjXMhhrWrCmBe/eveuS3+eHByznIBP9aEf0B1JY8OaU8IuvvkBmhw874//1j3/En358wZ6lW73Aa53B91kOYVmx74dAPxVwQYIdCZIa6sshc0E8NFuV82+KlYvTYpRywIIYXdJIcUEMCcGFLt8fY8Ttdrvr8p2NuhFaHs/nHrl/+PChE1viRCuFOkvPYjtKe0URdWK/LBjiJmtCIvyCUmWvxyjw7+1265nKawblTDc1+3e5XBBjxLIsdzpNo8mPe3BmBJHZufTerjYcXS9g/0SfxqccPzNTAPq4xSmiGlGe/Y72Kyhw+9o7AoMiZkWhQS+bJHYBXdiTE+hvxeM3WIvOegNN+bRyBRfBxhdq8F7kfv/Lf/gbfP/dF/jNL9/iYQWO24+4ffhRsd4DARHOR+WyE0qDTrwqIp1MCUsKWE8y3B2k0d4uEViKEaeHE2KISHHRBz5SS7kPTn2eRUryfUeG4wvFUQTIFN6hQf+bMwW5aInI53KPvMxpk5p0z3rNbryLIoKnGLql8+JkBm4uxptQiJA3B25FHQL3yIX0NVGLkssqC5wBFYOT4KBWgUMckUTcjfuGll6JhtaKjIp0WpdqgucLBGQYuUS5WfsLnBdHFNOKdVnkfjmHyixRrq4octIZ3RpQIPCLvKdOzPLUQ0YjJkRtwJKyiRND6AkVUgyuPQJsHT6o2ozXGrQW46RTuZmUtwQq+ciqNSX8fumiVvG71rQWZ3IxE40Yuim0BnJaThL7NEYICTE15D2ojpbMhKhZMl2b7V3zgWMDXIgiD8JZpndxBXZZHw8h4ds3J6zB4Z8/7NhyxWU/ANcAkgzXCXQgExdB8CFq9K0ictyE6dMq9n1DrQMzt2xe+iJ8x9AtSgYm6Qq97pwzbrdbf49lUXYbM9hKq0q+EFvQ7t4npTRMyEhR7RsgGoKZ/UcK47Huc7NxFuQWRRCsL2KGibq1mgLgmXFpv2fGfC7C3xvykb1YhszdoQ7o3YASVufYlFI7U17/2vGznMJPeRz7nPnbvZDM4++zEwGGNpK1fw+vCtxZNn3zkSZhQESsxsvORX/EWgTkxmilwjNjWR2WELAuEf/hf/Zb/Pr7r/DdV08oecNx/RHb5QdwLWKIg4ODRCYNhIYg4yJrVSaPcNGXJPgjO9bB7g3rSQarnE7DKcS4wIeAdVk6ljkWle8nb9RirzCE8I396CeYjQImBhFganDT/bHiqe+dy7J5pEgb49JT59q4awwFZ8mZ0G1BDS1yx78bi8hfiLMzkwXai+M+DKOgMx6sBwXMUo+AZJ5oMg6SHabGQTEULRqLROjMwqYZ11aqbALnPBwED06nB5EeqBUNjKzceTCBfIAVmqEF+crmmIQNBlt/mqjKzGeF55w4cekkdcrWgsIqRmeVkaetSY3FIMZjF/op19ZhpJJVESAXWHGwZNGtyfnoI01TkpkbnXFie6lKnSedBJff9wM+AAmEHSKhfMsXGXDTrJtenFKtGcfOOOksZ4uCmQv4AFxIOC0eXz0knGLAdmQQV2x7Bppk4DJqUjrvQ0xCIPARTWmpoqPVetAkOmkZgLBuzFC5xoDj0ZWsooMCyaTuFKx4/PLy0utz67p2XH4epAXNQux7s3M5zN70oJYE6u1WBHdOoUv1gLqd6tsM98zL4zh6Q5rZu9nAm1OY50TMNYY5S/gpKr4V9ln3uF1TFw2E4irMqpSqtviV/f3Xjk92CjnnOw8mfy/95/P3+4VMBtt+Pnf3mUe9qytgGH+GSVi8ckT9byybk+270sADbZ6ixvjuzYq3T2f8l3/3O3z1xRO+/vIZ33/3jDV5cLvhuL3gevmAVnfpVtUW/1wqGnsUBvZyIHqPNT5gXUPHoEnH7Z01TU3rgmVZhRnjlNrmAoLKJuxZNjlr1AyWDkf1b2p0xSAsaREJixBVpjmM2bLWbYqBWzqNzMGMMV9BJCHODw8ynIYZJQt+vZeKvO8ouXROu6hZSvSfYkDwklkE73pvR6kFx7GjXKXj3DuFSErBkQVSqSwSGt5FPD6ckY8dP/7wJ4l8W8P5tCDFgGWRHo6qekyybIRC68jhB/cjrI9k32X9hRDHo2dbD4Tb5Ya4XPCci9zvRcTtYlr6lLq6Z6hCEvajKFU4IyVphCv5gHPiCEizTW7C4qnMgE6HC07gLgSPWsVx2dTAY98QYuwpv3cEFwMenx4FCsq1O8enpwctpAusBXK4vNzkvUrTwj3j9v5iC6QbgSUmiE9tePt2h/Me796/h48yOa7mA8SM54fHHi2WVgACvHvEkaWT/nK7aIFyhUmwyzx06RAnCji5gP/md9+iwOOoDv/Pf/wD/vT+BdftALmIEE5oLBLPHDphFxUCER5ZoCzH1LW05ppiqw37Dvz447seKJ5OJ8SY8PDwiH3fBfI6n+Gcw+12Q0oRyxJBJGy0ZYm9ezklkXzJOQ+RPe+6E/AT5j9sitPEYWR+5ZBMrdYyYRdimPd9R4ipr0dm7sXt2XFY3cBqHHPtAQAeHx+VfZi6Q5mJOdZX4X2coHqbPyFSI7NTIQsWce9wZjHBv3b8LErqXCz5y1mDpfgEtq4njBs9y9ZaCsT9d0bkb6+0nT/PdpZP6FiVBnes7d6M8yKS0+d1wfdfP+HLNw/42998hzePK56fTkiegXbg2G/IeUctWYq+zsEF2ZwMSIGSCR4NUUXquIhhF+OrGcOyIqaIZV1Fz8e6WbXJTDjXrqd9ctgidNN1WlE4wAX5EtlqZZSQwiBWt5nco/OatjP3DuCqlNVagVwkUt33Azln7NuOvO0oOeN6u/a03TpixSmI7n/0wvtoZZfxm3lDURy+z8qootsjLBgWp+Bl8lotGUcuqLmAWQbL20YRhoWI0lkfRq0ma43e4b4pD9670ZBklSOA4PcCH3dU8ljPZzxH7fMIUafjVaABHpJUETvU6sCugqJTxVQxaLU1sCrj9gIps/QgAP25SaYlsJzzpddEZnFGW7GSUYqeVNNI0XuRwuDIAHkwE2Iygb6xgUsuvcehFJk9ItGmMNQ+fHiBcw7XyxUhSl+D0DwdgnPSfEWSyUHhTSapSR3HBgYQYdFoM7xWafwN5BoW15CcxxIcnk8BpUTgMIQ4oxWgkdRRLOs0JjBr055N/JsoILqFjds/lJXniHmGlwfF2t1F4+M1ZlM0g+NBFjFbMtsus0UGgaLfB3T7RI4UrRjn7MjWnsGe3WLdWSlgoClSJB61Bbsec4SvswJ7bXdgHR7i11YSNjFPggu5MudGkZpx3/X9rx0/u3nNjLtEyqOLb74oE8EqTeUDuHbROrtgp81J8qxsGATDul3VQ8iNYR4ZBM/sHABooMZwjVHLAe+BX339BX7z/bf4/d/9Fr/9/lu8eTzji6cF5bhh315weXmHcuw4jq3jvKfHB21hF52dxkBcFiw+4OyjMJHAOK6lNzQ9Pj7gtK5IWiSS5qugMI+HdwIf5VxRS0U+RmHVCs1EhAYpYkGbZpbHs7CUQujGhb1AJFCsm/W+2c+X9TTVHmTj3W4b9r3hdvuA9+9Fk+lyedE/L6iHQBRiuAvykbFvm3YBq0SHM9VLiaLWFLBEL/0BpeDy8iINS0EocLL4ABQGkQrKERB80uYj1fJpBTnX3r8h90OKylU5/EXhk9YYl+tViqR71vGtVbnaDsRAaTLP4c3XP+Dtl1/hHx4f8fR8xun8gNKk6ei4bdqYRAhEyPXAbf+A1jK4FcCpA9s35P0KrgWndelidL2RTbFoIiEAwDX4ypqFSOGSwKrK2rSeIWNPHx4fcOwyga8exlf3OPaKUhqenh/hQ5BAI4zGsf048PLygj/+8Y+4vFzw8v49Spbs7MNF50PbpDoi/Pa3v8WyWJYkziSkBB9E3C4sCWtr+OO/SMbH3vdmP0fiHMg1ACKXUQkiMeITfv12wdfPK/75peDDdccP7y64HBeU5hBOT4jLCel0Bldz7FJ8jjFh1Ulpl5eL2gGbm0C99ua9x+22A9hxu23daBo76Xxee4F1dgqASMWUVnv95cgZwH3R944FaYFXN8RDRwi67qPODKlVJgI6EEJKUvthmQHu3GAPhSDQIZFKo0Ci+BhtAuA9I8h7mdtsxekZSuqzK4rSSklRBoLsN80Wc8lS3D8tXfeNaRSt86sM5l87fnZN4d4bjqM1YxBRL7RxbZMjuH+d4V4/8Snd680v6UQ7gwzUM9dc4CE3/2//9jt8/cUT/v3vf4Uv3zzimy+f8LA4ROzYLxvyccO+XVF2GXHZqtY1YgC5BAoJ6XRWmqg0dDELzVE+viKmCO8SUkydYiry1fKn6PAM49zUyZFzOD889GgmRmsmU11WHrRTH7wwiQwmIl1YGgEQRBIh+QRAhQFzRS6yiYpy3m+3TaR0c8G2b9JBq/h3INFjgpORnBwDeFnxYykyUIUbghMGSQxeufqyQJ0TJ0xUkNYqE/SCsptgSIdh8cJ4KkohBFsqrEYfXorCalAbE1ojNHY6LlWjKpdk/GH0qE4KqFUDW6hcRmPG+x/fYd8PlFzw+PSM9fSgz4J0861IKeG0riAnhVnvEoCKDyXDuQaKETV7lNZw2w5EH6R+pPh265GaHI4BF9YevdmAemIZxCJc/gOlFbx//07XM4acvHcIzPIoqxijUg8wiSR74AJGQ1oDHp/OCFEMY8lF51ZkZf60XqM4yoFyVSE9Y92UjJgSko5Vba0ielmv5/XUse6ORReRICfH4LwBxQP+QAqr8PmfV7xZA56Sx7trwV4YOxMaZ5TtAtMcW7zOqFZyhdXVZNKew+l0BpGIB0rR9lCoMCAtotJbW8P1dgURusyESEC0XoNhyKS8riekTXTWm/C6oFtr7ZAcdYPTc4zJ/ohzCKo7plgIOiGBP5b1vs8ULDtArzvNjWwz+QbAncClSZh0erRm/9CagYlWysRCYTNSr+ONxkb7+pTjfwL76GMDLxdslFM3/i4veJUOfczfHTdxeuu7j7AHxVYD1EISg2uBCw7rEvA3v/4Gv/31t/jP/+63OKWANRLKvqGVA8e+Ix8bjn2TTlftWxBZ5AXOJzifEJeTRGkxqkiaRLNcWVK/FBFDwMPpPIy4OhHvI0JIQrvTKi7rRDNyHktKfezoa1YFYEwCqIyI3Q/6CE6QKFXm6trCe7ldcLvd8O7HdyLId2R1CmI4ZFAQY1mTGPgQwN4pDOZ7W//lg0erJA1S3gl2G0VTJ6WkRq5qVOoQU1XHGMCN+ikLPGYBAnfWCUEgDW4y8hIkjqaR3DNicwwi0MfQGbQuqJicA1ABLiL410QC2pbR7eWC2+WGl3cfcH54wnp6AHnV0zmf8fDwKDOWnx6RksdyCgiLyI448oALoMjIPsDVpkNVHBLJ6FGZVIeewVh2Zqwu5xz87Sra/rWgtaJ89oqaD+zbrWdWTpkF5MRBe5J/N2ZULuDKIPZgSAQao8d6WmQc64PUcqwmYzOwj/3AsW2oqq46D6mqaljs9xs3BHKdGecgrKq9SHbPVqBkACWDUYBKCM7BByczyJPHGhxSyLgeDe92qVfdjgx2wnozw+wgHcWmsmqBg8wLh2TUVRq5gmbJMSYZL6nsP+891nXSL2Jh4+zH3qU0SuEuIDfrIc2GuzczGgFi3l93tkn+7kneJ5M1v6ArybK7t293lovnrEAchTGPiGwA2X0GM2vKdTtF6DUmkwOZs4rOQqpVznWC4P4S3P+Xjp/hFIYXtQ+aISVSxpDx7omE3ohXBZ05jZuPu8LP5KHv4Mdm0JNOo+KG8+rx+7/7Nf43/8v/gn/4u+/xxfMJLr+Ayw7eN+TLFTUXoSFqdhBD1EXlENOKmE6Iywk+JCynMwCBG0reAWIs0QHRgUhYPN6Jxr0tsuBTV7gMIWkn4biOGACAEJOmoab57mzWMhRTV2zTT0PDbbGyzaSQ1DTXipcf3msz3YY//fGP2LcbLi8XLEnTaxAiQXooVCIgxNG8hSBwj4zAlMjo8bRgCU7lB7yI6Wm9xXsvDWQMYc6TR0wnEDCmeEH2lA3XMekBIukOdyTXxuxAYenXLhsc6oi1kY9kLgUca+wmnbTsnLS0NumulkKmNBXVQzD3zDu2DzcQeYAkwstNuduOAG8zrxl/8ze/xtdffYlf/+o7rOmM0xKwxAUlHzjygeCFLrmsK8g53K6HYryiG6XpE0ySfHFJNb8ypBtc4EEfPGIKMlg9HyjFhrOk/owbJIMIzgHUwMSoVAGQwKSREZ1IMCwxYjnFXtw89oLz4wlwX2JZErgxXt6/F/nu/cB2uyEfGf/0j39QaEoUYgsd+GE/RLMrJkTnUUDi1IowiByGLANtV/CxgfMG7wKeXcL6JiHD491B+OFlwz//8IKsmaOHTKBrtUl9g4F1PXVMfbZVUrg1iqWs3du+4XYcqDUjImJ1i46bbL0nYM8HFreK7pIfEtSlNRnX6lwPUJ3Sr5uTDuFWm0JF1O3YqI8qfXaCv5kBOMnWnfOdpjpo9SM7mPuxel21jT4vYyrNBJw+jRAQZV9Io2bTXh1SB+WD1CotC5ElKTWhypqFaFd7iBGvTO5fPD7dKZjX5PF153nmCF8zsTnJfu2jPvJajJ7CqTisYnb2gCZv25rIWzvgF1+/xffffYlf/+orvHlacUoe+WioNaMeO1rOaKXqotSZA8r0iMrwiSkhphVe4R/oJmbt3A3B6hcChwg8NNrmrYYg+KjBJqSNw7bY7B7izhkY1Y3UMEKjRYFS0D8VJFpHFYxaKo4j48P7C67XC7bbDS8fPiAfApsEX0Q0ThvdzEATofchjKejnc09SgndFzsvfRKsz6vDgqaQatmgZUWw80U3kMxizNmNngor3tpnk60HazTU9WXQU2v2WdbIo18qXeKDzjvuNFHWhiTpPwBp94vShtEkg2utodSCH//lX9Dyjugqnp4e8NUXb0BeGslg8tAhwMUFRA5x8V3GwSjCrT9X6Qhn8r34SGC4uGrfifQjE1lQgG4YuYnrY2YZMe0HGUF3/IAVq95w1YICCF4wQYV8tHdkSYBz2pEtTWNlL33eALxkJnk/VIFTzs87B8TU1QtYn7dpeHNraHkD+QgXgeQF8qwuolaP40jYCqE0QmnZmmbkPhEBVnAm6gSM1qo8T+fQ9MEZRRWQCXhBiSASMKBDeTalzwehxEpQqutP65A9EldJC6d1SZrgQNnbQB+nZwatw9nyl5kkMwe0ZtasQCxwFXfoiMhWr37eVIs1uzh/OZJphiYjQprRG3QFtR0huL5P7URkT0mdxdHHBf6/dPw8p6Ab1zRNRhfd+DV7EMyMOhmf7gL0YQ6Dcn+MJn2FIhrpgtLGkibTlSIazkvE/+I//z3+/u++x9/9+isg72jbBt43lG3Dfr2hHIK3VkikmKsIaxEFLOcHyRTiirQ+dAjI+gW4LSASWqHYMOXWQ1UHnWH+Eo0KD55EEJQE92MtwgOEXHJ3BLYMBWkRp2JrsYG1GanfFHg44eUr/fF6veKPf/gj3r9/h9v1CjSR3ZDhHqQFXr57Nmz/MQCS+QHEMquW9bnGkBQO0w1D0C7OqptXu5y1SOpdVOPlRqOQI0TtWQgOqJVwdIPCd/MWnPcgONRiTkFnbQMAi/NpOcvv6v1qkMbExhmeGMs5wrUGqjL0x5zm6ZywLCcV3gNyLcJCIZEazzXjst3w/k//I/70h/83/vF/WPDdd9/iH/797/HdL3+B08MZVCRbI+fBUZhlj6cxSUykGLhPDXNOBtS3KuQCu/1xeQMXMvJxQ0wqqcEySKeUo9eBSq4dJkhJ5k7H4DotVsTegOBUEK8VACrsaIaBRLMJAHwKiGuCI4+0LlJfOEoXTQTLIJh3796hAcil4PTwiBAizmlBqVJnuF0usN4Spw2sJe9wHBFcRfCMiIS0BpxCwtMa8ePlwHUr+OMPL3AhwfsFVQ0yKJifw3a7CWutqDy0dyBEgAgvLy+orSI4h/Pj4zCiuocai0NIy4L1LASNdpHBPN55WbPVZiJodpdUnkZrhswSREjWJrUxEFDLYP3AantO1mlr2guFGc4Zls66j6XILM80BMX/g0dTbaSUktRGgHuG5QQzCyxU4DxGn5I6JOcA76lPfSulKOlCoMLWGO3ICMHGv/7149PZR1N649Swm+Gb0wArIFtNgS27sNs1eWV+dSPEY0+4C4xzq9GnOm9uDW+eEr7+4hG//9tf4uu3ZxwvP6Lum8zo3XeU/UDWlLkxI51WxOARl4TTwwNCTFjWM2JcEJK0qVuxuHtUFkMtNH0t2Jh88tRhbM1lVtiRB2YZAGBy4dLIo9kPjL2lRsciAACsvkZ0Wzy4ycZ9+XDB9XLBh/cfsG+7QAPbJlz7CDgKCM4jTMwh9Huu0TlT73sQ8TUbjQoYX1gatQg2T9YHlR1AkwVeFa5xMkfYIszb7aaOk7Bdd6EIq0OtDWDNMvbtqngvyXwDcuBc+qQ67nfCQQbaiQNmQDT+HYDggWWFIxLRveNA2Xcc7NAcsERR5fRUu5MhP5hz4Ixl8fjy7VfY9kfkknHbbwiO8eH9j1hPCfnYwc5LNOwjbtcDYBna0429sshSTL12ABAaRPjNMgoXFpCPCHFBq7s6RoJz/x/a/vTZki257sR+e4qIM9whhzfUqwEoFAoESJAU2GyquymZ1LK2lplk+qP1Ra3BWs0erEmxwSamKhTelHnvPUNE7Ekf3PeOk1kF4D0QPGVZL/MOZ4jY27f78rWWZzzCzqoV9pME5nleSCmyzoKnN38fe5MlC3vGbepxrVyMFVioc/aq/Lz1BqfKYWucmhGK7UiYhj4S9HQ508aRCsxpCJNYs9fSqj7wRg7bvC4CL/kkGhccZvBQLKN31BJYqmGumaSq8BijMl8NSxQ4zroW6G8mwDkJqrnI79giMFyDpa/zgnWGcWh6AYkVOSXWvNCYRP1QKEIP1ugCN9VnReYWiP23Hlq19HvaeoNN6Nam57XJcR+iHzfVgHFS3CCJ0jCOrDFSk0z5G5R9lJOoztvIY9hEvg1ZqLVKMqp/b5DSMIziJeUdeY1azW99XtyHSPzf9Pje1tkf0MDg13oGXVXY4COzhXj98s0/tgOi0U7RTG6rw+rNLyqEYOD+OPH21ZHP3j6wnyzpepJRjDGB2hxn9XmpwLCbJEgEURv7MG7wURi7q2cXRwGmOpqSVTyjs1Qr6KFgmyhmM/GSzyR85MZlbs0iI/tTr5s0rqtWHgIR6Ddt6x94weARyfr5dOLp/Xvev3tPXFaW66zQSgHFDDsCZWo3VStl8xkSwZ2X7F5ga9EJoOBYh5dEL1BN7QWRFBhyj5wzWOcYh6BVjmVZZq0WKmmVoNbLfSw1S2Zc0ooxYhthih6qZYUsMEXTHhhrdXC8vF+BVWoPjs54nDWMw8BCZsmG6gzVyFzqqgeZ0cIz6CEpVXVh8oGHuwPpMJFy4tsn8N6wzlfm8wlqwfoJ6zMuVHHNLKJZaT2zg5FKK4Sh99ra9jPWYnKlmopxAQc4B+siNhtGWW3W6awLI0F7VdvrrEE6JwnO3nuM3yBGY+Xnm1eQNB51ZGtQkWSR7D6Xggse6yrOygAnZ71AEymDhdP5TLnOLJdZmtApSpVqHFb9f5ImMxgZe1mqQHA2CznCOI93AWNhPwgMlQ+ec4QaZX8kpc9WJRWkKK9jfdgq6GYtYq26OAlsKpfXaLIhFZrHdcJG+/1SCnGNklhB3wdVEyFb7Y05nx4L+nxtyJOxVqr+ujWXJUktmgTKIdkOhV9/mB4r2r9bIgl00olUKEE0P2hf1kgvr958pg8xlA1q6gGyKlSsh3fv3/Jh4v63Pf4OlNQPca/b7/16n0DejLzPX39XWz3Azd/0X0YdI7v/TiHFzHEX+OKLR/7F/+bn/PTHn3IcKzVeuF6eSM1qNiUt3xPOS/DajYMYlg0Du3EkDBO7u3tCGAlhIBcDxhLC2De3hhDUGg2kqFUGxASUvjCbiMtq1txujjBv0g0lTA7KcRw6B5kqoyerWjIbZ6jZUayIm2JMPL9/5un9Nzy9fxKr4rSyLCemcWQcArtRDpCaF1JJZIxmfqI9KFUyJWdkVsA4DUwHMfILQYKE90FLd9Px91KyUlFN3xwGw6SwzDBOOtHCMF/vicvC6fTMbESXIfN55cAzRnBtc78DnbFgkAVsa4VgsEa48NaK7qHRFlsGmZPrMFRRHx/ylRIvxGVmVItw7wPLElljJBU5nMZp35WtMi7Vss5X9ocdw2Hi8X5PLlnmNF/PnJeZitM50SOXyyz22HHVhnjh8dUrDocDP/jih6KgVtvv3nNwtRvZWWPwaqVhV8e6QK2JRkuW5ZHxzvLq4Z7Be+Z55unpua+5EEQRvKTNX6exVTaap+94c1KYK5XC48MDpVSuZzFty0m8lzBwd38gDJ71uG8tNXKunM4nzpcTIQw9e+9buRgsFm8MrkojPM1nmR2sJIQQAvtXA5doOC2GX72bucQMa0HSV90DVvZp49jbsFUyLSrEdZVEIWesHszjOHSTScne1esHwxBCZz6VJv4zUfad3cRvxhjiOpOyeBgZ1Vkty5axoz2B1oew1hCjUEY3Wqj7IA52Mo7CuSkJS+pyPW+TLNUc0mmzORexymn2+u2aNCuNjx1Y29fP53P/LEkHbTXiimg62BLtv+XxnQ+F/kH7qfNh/v8xVfWmK/C9Tql+KPQeRumN5eN+4JM3d/ze7/yAH37+htePB2xJpLxS4krVxiOmNUkDzTzNeSmbp3ESV8NxZJpG6SE4hykGYxw+CKyS1Tu/ffZ2PUVcYxVrvz3sGjtBs4O6wS+NAnubcZQsA1ykPKanAab9bhGb4pwVr6YwDoHDYUceAnH1WFPYTRPTOCCDv4rCfJLW51xxFmlC6eE8eE8YxLRu2k/aZG+T4JrlxpZp1Or08zbDQRHYDYMIjbwPvbqoOWAoDKun5oCztQdpZ7TsNlVM9WqGaoXhkqHk1gi3quEQH52WJyVlm1lbP1wbVf11yEDG+QHvfMdYjRUx2TAM3D/c9wzz5XxCZnSLQqIZEUo1Z9SDKWOsF4gtZ8oaqVnGkcq9zqzzBWsq8/Us2hZltEkloSmFkYaiNUYme7mA9ZVQxACwxEUcfEtW3jp4J1n2OI4c9nKYOW1Mo8UCNBuDXwcGGn5s9X46hN/vaiUN6gHVyW2VSsY68FilwQLVkLL0wXJW9+JiyIjI0A0Ce/q+ZbVSrpCJDN5jrdydyXkYPcfJCb0yV9ZSiTUzeBm92u4/gFVBWY6qIpdUpQfmtk5LLhRjBHqJYkVeVMTXaJnbNVH2lDYNcxWhmukV+63XUKGh4x0lr3Xbw/wmbYJu7/4cGjO10dySwlK38cYNUr/55Q88rm7jxi2kdPta3RVVX7foz7Vmd3u/23v/mx/f/VBQyuIHGb9UdXKx+A0v+NHP6o//Nc+//aBpv9sw/CL4848+e+B3f/pD/o//8o942FkmX4nnd5RlJkdptBpnMF6aVN1Qy1kMlmk3cTwe2R2PhHFidzhqCVvBC2sjhJGoWVjsbpcb02YYQr8R23yBrfFeaka2TbtZ6odSb6YjGUOJYJzDm9ArioYXG6xUOqWwRmFMDcHy6vGOx4cjaRWrisv5wGG/YxwC63wRDFrn0pZSsa5QsmUcffcwOhz2DMPAOI2M+x0+BAZVmdYqwqvGa2/3RKpdiUZtpGeviPr4QrRJV9hNI8FVSh7UqM6xGycJQLUyzxdqzVQyaZXJnlSdPevEyVLU4YOqmGfW9UIpmXHwanAnAV1WTpGpZCYxDDLbYr/bEcZAjImKYdrv+fSzzzpGvP4qUfKKJWGqrLGcxBsoGMsaV0qthGFHjok1XqlFKq1h8GKUWCzLfOGaVl7e7zDOY6zn8dVrYbI15hZg2oxt73HVgPGMw46cItfzCzFfiClxOZ8xVLw1HPcHjuPIYdqRShJ1bgVUGEeDC/U+NezbGrrjq8RPwcNlnKphmoL0hopSgUtljbMGpHbQeIYw4YNnWVa+/PLrTdSWq2biolL33onYrmQ59HMmx4gdAs4WTI3s/J7dOELdcV4ylpmXJVGWxDAdqNaylqoTAMWqvKTMvF63Br4R191pmlijCN2ianBqLTISNBf2015HYTrtJUiSKOJH3wNlSqmv8aZWb1bwtVYVmW1aAdlXbS+gydJfH0I7ZFVQxECJB6WNLy29yqN+aHvRxXUdVt+e89Zhuh1MjdIqQs/W79wOuFK+a0fh7zBkZ+sDyPndTs/aMH8Fnz8+AetH/+Wj77cP1IaglKgVQoHHu4lXD0f+6//yP+eLz1/zo8/fki7vyMuF6+lFfHiyjj70Dh8CznuFRsSCYggj+92B4+EILihTqPaks2Gy1+uZqEKZhrU7fU8GmagkIy8LzTbaObFakOpBNRyabaa0QhXxSZv7K+G1iv1ApA8sCqqGtr23IIG8WDkoZGFC9pYYHYbMbhwYBs9ud09Kkevl2q9x60kYYyhJFtgwqFDtBpPt172L8dxGj0UsrAVHbvyfdj30k1SBzmKWw88PDmuCiOBqkeBoszbkIeyGvhK8TmYzNih+bdU2RBhQWKlQBp1hIHN+VTxXsz6H43iU6XfiNWXIJuMGixsmCTLjSDGF/fGA957ny4kUZygLlUyM4ugq2aSl0sabJkyF4BCthzEym1g6rXjVKVxO73F+wPnAPAov3HqPMU4js1ec3DGMHkbIa8S6Ae9HmSSXI1/9CmKcyXFhXReqMnIED0+aL7ONSm1fqbJOgw8MzZSRSl6u5JzVBkH3Vs1YWwneEpPARwHX/ZSoRZTdxhAGhw87Hpa7zW8pqi4iLsRksNEoM6YJOSWoOyMOqNYBJVLzlYN3BGsI4cDXT2dqiaS8kIvFGcc07BimPVRPZGUxV6notKfV6BjBybS0ZkVuqjaQrYjl2kyKmMQWJadMdTeVBmgCJks6rnKwtKFQ0Jhe9YNZz5t9hdORw9q0vqkOPlYPtwazGOFlcpJmthw88vvLsnQripb5b31cMWFsfaXb5/7AElwPjKS/2/pyH2jAvsPje4nX2v9uv7ZBR/SLcvvd2390fdPtG6xsz1nZXLNLxRmYxsCbxzs+//QVv/e7v8WbxwN3e8/ztUq2ENeO2cvsAC+NP5XzB806xzAxTXvGaUeqUFEzMn1jjc+8rjIoPKes/F5tJOt7byKSkopYaFsng21aJVS3ZmNV++kWmJ3VZhxbOVpoFMSNuw/tTNgEbb3/ACQjcEfJgWHwOs7TkZIedADGMA5jF53FVZq83t68tjak8u19a6+H7QdBmzPbzPtqbQfCVhr350OnrDmnUJFiYlYbrsbgmouofi6bZYAL0H1lhHooBna+FnwMFItOIJPsq7FAnLXY0eFHIypnRPRmvZAHrA947yhIs3WYRsI0iLdPlsZ3qQVn5ECxzuCKDH7JOuvatcPfGDJFWItGsGcZn7loeV6I65VaE74OqhlwGDd0lpoc1h6KgVIwYcAp3XqYdhLMWzArRe1Waq8O5DDYMO7GynMaOEL7vLVio/2op9dgElFR2yLVQ8WIUJyq0B7kEhmCuM0O44DzlpSyHLopExeBbMkVj8fhkD64E08ojeSO5te1EqxAgy445tlyCXApSaBEDN4aRu/J2ZE7t14yN5mTUKm5aJP9wz3ltZfirOtwaM6Z2pxPPzLd69CKaYafpTO5av3Qn+jDmGcUmrFsiXGDl27Yl+01brD9nKHkJAaJbENykvZBG/TTqnXT5p8Y2w+AFuRvyT+94oA+Ya8C5kZQ910f36un8HGD+fueQB88H6hlxdZzMAZKXKFkBlP59M0D/+wPf4ff/72f8qMffMqnrw7Ymji9e+L8/MRyOYsbKJaUI2EYpUkzDuz2B+7u79Wp0xCXRC5wmVcV+IA3RbBeZ1lWGbr+fHpRiMQKQ8PIvPDa1IToLNRJLYCNGJ3VUki1kFPD94AieHVoQRUJyHLT9AObNirTYt3tQpX/Wh2w0ptFgEEGBnl36P5LxkEoBTf47s/SsNgiXSZMtuQq7B5nrDR3kcVtBNDtpnuFbUFX4/XfTXS36Taq2QKk9Z4cy6YwNopfGLFRlgBmccr3d97jVSQUFoFGDAIVNv8f5zxGnR9LSpS0kKPVZqYGBGWBeWvJuZJLZYmRwViMd1hvqbayxJnT5YU5LeAMNtiNqVTLtumsERpuNRhbaS61bQNHnTon/YMRjGGeF3I1VBLL5YlVqaFN0T3dfUIYdwQbMFYdTKe9uNSeT5S8UkokDHsJ0jkTSsTVokHBEIys5fZwwROGoAG8YFm6wGu3E8XwOA0sqyizoY38lD8GFQaqwGnQ320sn1oS16vqfHIbclQZJ4fBs4TKuoidSsyi04hp6lW6+Eo5gclqJtcE6QrV4m3k1c4w+j3vrpnzkvjm5ZlIpa6RaiaxvYhrJ0lkUb5xvV51/rVTdwChBO92O5xzrGqz3rLtlpG3rL83jG+r4xCkv9WybWt1n25wTVdFm+7RzG24bQG6VXYtWEtbVHt0SiaRZFUswts0vPZ6t86ppeiAn5tDgI9eE+geSs45BmPwrnC5zqL/iFGdZf+edQrt8Zuqgu9yOLQGdesraL9Mfl+eTLKBInjpF5+/5ic//JQ//IPf5dM3Dxz3AVsTOS4s17M6eVpiadO3vLJEAvvdXucahJ4Nl1Ipps1PdZ31WoraIzS4qFYw2oCisVxgs1GWsox289rJbW4/Ef26dOjp5vu3fufCsjE9i5QgLH/vU9CMuVE+qgrYCHZYi0rl1YnR6MAZtMHZDgYQj5Za0jZ05mbOMrd/9NNLhqN00i0/xbTkDc3RtA8ilhKWUptyWp1wFQozVjB34zwymzFsSksz9MNKbADkXssHkApQskSHtUXmVThZWRir11+w9PaZqjbXmkajlsqyzjLsvog5oHVOKpjaOOiqklVowbqmDzBtFW+OwGZjgUh1paLDHBFbUSsjNUslZYcPE+tlZpoODMMkWH4TjqWVUhLOJLXvEOsQUyHHZtzW7o+8k0KD9HTZ6qjLGGM/4KoRbHwwQYNbJjuH08rUey/CPyO4tClF5iK0z1UFLglBsu64Zr0nwu7ZglISmxLtRcmPqJ6gVIyVSsbGSq2JUlYCjp13pMnirWNZrNhvpwU/jNolF2aOsZa73Z5SYU2xQ5HtXjv1C6tlG1Aj7ytKxW9dv39ZM3Kn8BCIJigbZdj1irhvZPkcW7TS2CHXYsvePzwYbqn7rfrA0A3xZC77FkOtMV3x3b+u/998jm5jy+2/s05Xayws2i42RuPud68Wvrd1Nu3D3Tzahfj4wOho0UfP9cHp2t5wrSKKKplgLf/w5z/h93/+2/zv/7N/zvnlG5b5TIlX4nLl/PKMt1J6nZKInfwgs1zHYeL+/kEWu3Ncr7M6P0qj11ZhYFQNak3UEqMYh1kjk88sFXRedM1J92IT5ckCsMb3weDmZoH2f2sDdhOm6SY2pt+wxlgxtm16CUpbM9f0LNy0MtoINIMRTLiWiPNOmS1CSWyBsm1Q79CgqrhlynThu7zxDd5DN7S+39p7CdufqrMdijGYaiXwWkc1YhhnfMN6qnRDrcP4QZqxfsQYR3WNfurwQbMc77mcX2TWRZKg5NDD00NNkWr1YOj2HAIX1SpQi/j0yFYsJYkWwlgMjvly7uvTWsm2azFQVEdSBDISV4ZmFSLPlYtoHsI49VUclUTQtp2lqi+XXNh5mZmXiHm+0pTv+8M903RgjZnr9crX33wjPkm18HB/YBoDh90ksFA1fTax9VumJ2Kvgou5M5sEnqikOHc1rB9cx/itjeRshLyh67hltS7lPiSmHwoNZiqGYRD9RIwLYkdhZcpgCUzjyOl8ZV0T65qEmpoluAZMH97kncMZYTqVNBNswLuBMYzMg6OkxGnNzOnKPtyzIAet9wNhHPjiix+SSuH985M2mpV2bqSqzymTauoDwWqtzLPY4w/T2PeSeALJXmmZvx8GYWbp9zYBpemHbdWfBVGX5yiQzzRNN/tefqsN0rn1ggNdUy70RLEdoq06MJoc95ir8MLtsLH+XC1BqJsPXTucZH0bTLHqqWl+baDlX/f43pXC93n09sDN15qCWahgEpmrsnhKynz6asenr4/87/6zP+LTtw+cX75kuTyzLhcuUYbCrHEm60U9HO8IQ2C336uCt+IxlDUyx4uodrVkq9bIXALdKLVUYpKNENs8XNtaebnPeq05y2IwdKO5WqV5DJp5ZLGNsHYT0ijtQP5ajZarijHT2CjuJpNuWYZQ89oc50olthmsReARGdZh26mqGbfD4qhVsnsa3GP6kQTW68D6pHYFcmzU/v2Wjbbsu20Qo89L/zxyJ8XJFGOwPhCMYVfvsEauTy3CuBB1qmD8uEF6OtXI7IqiY1O1STavq/RAkpbOlE5N7ipyLa2p9WYDb3j5OLQRpFbvQQUrDTtzc1hKIiBU0frBuE9hocgEu6r3VjF8P+jsDQ/ztdt/yHWRd5OzeNx7DJOzjEF8sVKpsJy4rleus0Ayd6OnDNJAv55OXF4K39bCOEiPY1GmSimFcRrx3qsqV9aktQ7vHMfjoZ/bzQzNLVYgJdWjOCvzFOK6YmKkFEk8dpPVQBu5Xs+abUtQK7qDQzDc3e3IqzrE5tyr/+N+T51gTYVljXIYXi/M84Xr5cS4Gxl3o4rmLYMK32pexLfKOn7wuONlhUs0VF/xxvBwdyQj1fP5fBZCgx6S3jtKDloliI4h5yIVnz7CED4IqLfahObfVbVqkGrM9Wq5JQMN8qGi6n0dsVpEQ7XZX9tO2LgN4MbKc/UgbwUKE6jU9X5cn9rW+hHWdvV1zpvFdnvcOqDeWnCnJDoFg920M62s+g6P/6BD4baZ8tfBR/Xjn9e/376/qjinNfDqYc+Pv3jDj774hOMuMJ++Jq0XSlLb65ylzFah1ai6g8PhQFzn9kIS+NaVZkaFtdoULT3jbrYEIj4TJkurCCQaN5xE4SSjRmEIja9BXq1J1Zus7VO3wFlac6pRxZw0GjXAVc3Um5GZtRukU0tRzFcabK2xK++1VR6y0dp7hK3UNZrt93CuVYy1uvhaYqL0qTbDoZrODJfnq73lt93Xdn3a3VT/pjCM+psFatugRn2SHMYGKb+retdUycILKA1XZwRkcW+1Rg+F20zJymeqreSjXfetRDcKd+WWRbXsWE4pHchSMdrzaZBSE1JJALmZCmZvKiaFtKxtdggSIKsRn3v9gFgMwToG1/LOSiqRXFbxdDKWMYyApVRLnK+S+KwLMQq0uCyreCzlwq5ACDLDAjanAeeE5WS14nRqZmizjHitFIUt1BNIg1erZLegaGQ+srHk0g67bT0760lViBbNvcUamZGBMWolUonREXU6X0qRaio4eZ+23YMqh4sFjK3sh0GOH2uIiOZnHDxLKqRcWJZZRWAyK733wjRJy6WoT1KD98DhMFVsxD+EX+X1a2l+Tg1K3byFbhd8c2poEJHs4a3pKwdH/bVYuL2/hrBsTWmD2QzOWoXQDi+NDa4ptesGR6Hr/uMeb+t/NLt6p+/RaqXzXR/fX7z20X9v3+Cv/Wz/gmwWgUa2QtvUAkrR8tbwcBj5L/6TP+Rf/ot/yP1Uyesz15dvKSUKMyMYsjEsCd68ec3d3R3TtMN7oaG9//Yb4rIQ9fCoKXJVH5HpcMQYoZGucaHUlWVtzCD1+G/iL/08pVYapj8MI2EQf3hpRrVRgUUnirVFYTUzQC0hjMSrnn3aXjFgrJpdys8Pw6QMF9ksuWxzeiUjh0LueKepOgvBe4U/pIdRGiZKK2nt9pl0EVrnpBJSHNaAWlo4hYz0ffV1WntfSNbuhpf2zMpsIzUlSIpfP/o8rTkoWHtm0UMbVLGeIssyEy9nclzVmrnincHWLOp23UyC/7tt0958PgNagWmGFlvAVihPM7CkcMEw7nWwSeqHjA/SmZmvF1KM0twMAknaanAu4dcoB4obdRysqK6fvnpHSpFpGAjOCZtKL9xgCs5CsDDdScWEgSEIDff13Z7rdebbd088n85cl5WYUldk5+Ioq0yaK5rQtJm+f/Xlt4TBMo6OV69eid4jyKB6v66d9eIVpghWZohjpGKTOQ9y3ZojQFwXHUjVhgVFBidis1rExj1pA1jWW2HaDYy7QYf7RF5ensk5cT5dmHY7Uc+bcqMBSpTiiDliq2cyjtGJbfupFs7XK+c5Ms87qhGWksnN0bWN7YxYYwjOg6mKrwdiXEmpkkoWiBGHDZuDatszhp4XdTV6hwKgQ0G5FLxzHA4HgeUI3WNIfsX2aqL9kbno+lmNkf5Vg6HUOts7hwmDrgXRVllrWedFLEpccxWgf+bb3tFut+uHwjAMmiCqGLX2TfKdYv1/MHz019FR5Qv6X1O3f6jHj8ARQgncBcPrhyN/9Ie/y+/8+FMeD4G8XljmM9fLSR03JbB45/F7z36/Z7fbixEUaGDTm5BSn0dQatGhJVnG9JVMTgK/1GKkYUmls6DaSEPY7AKM+tPYsAXYsglfGjVSkuwNzEBLQP1Hh5Y6d7j1Fqxmviq/F6pqvbmHG/zzQRBuJaFBm9WmxWb5HavvAQnpzeiuHTi2HdC9sU1veHdLjnqbMN1UBe3gN6a/p06/q9BovoL7y3tKuRCV51471GNu/lg1D5PrkNq84wJWQIQNfqw3V6VjrJKJG2twQ+iHp5cP2jNLqfQdDoSqfJDh6ct8JaUoFuRLpGWVPgzs1fNGO0ryd/WFkgAkQTDHyLjfE3JmNwxaMYlnUymZuMZ2RkrwMm3YTOy+UdZVxtEzruJeK7Rn1w9ssMp0ktkQzhtM0TVZxa56XsUtk7kwjoFpGsiDl2Z4gyiouOFDyrWp8lmqrXgnlss5i1FbyQlLU9kC1UkVlosMRqrgvLB2SspakUpwzlrs5Zhldrs2ho2he1RRkvaQKpiFoVp2FtYApjiiQxl+VddqYxUVtYzXwUWlUKikJAcPFJwy+0RNnantujcNkPaUGhW7Olm0nfuvcxucdz3pa3uzTWa0N5Va1edTEGBrIvfa++Y5FNnYnFVNRwdyqZo4md573OKsPtNNBdGgYtiqG3mJ/wiVwu3jb6oS2hujysZti59b3LoFKhXk3O0dv/3FK/5v//V/wdt7z/0O3r17Yj6duLw8cTwcCG6i1qp0uwOH/ZHd7oC3QkuTWazy3CICSeIBVCWzjjlRi6OmSIqSNgY3aCWADmavkDfu7xAGsUmoVeGqAEYqnKKimYb5oxh6vz+1ys+aTdzSDhnBqeXmi5DMieLVaZamVUqp2wElDH6dH/sBtCOvb71p8YIWbHEb1t6YD1axXBkMog1w2/BzoerW9tr9vtYPDgbpJ7T3ZrcP3cv5JoYQ239rZAnMyywUzMtJ6HjTKJmpbVCM+gx5DyUx5yyahAwGUcs6u/WiREAnB0kT1hkvVVAYJ3KVukr6COK3L/OdJbhbtcPYH48iCsKSrheWdCWuC9TC3WHPOAbC3sn712RArrXw5a33jIcjdZ5ZcmV//4gFdkMgrStpFZp1SZE1nzVY0lli1sj7Ku0Om8o0eVKUKXkxy5FejKVoCpNrg30CzsveyHEFW6imcFkSZonEeOXuKP22MgZy1WCs0OEQ1ADSyBqrGJwfNIA6nBvUQmIRMaa1qtCXqjLlAjERMyogs5RFTPJakAthwKRCTALpYgzVO3yQqqXPHSkJV6tehQrFcXQeM4nb6nOGORYuOYp7Lh4XAikV4hIxg5U1b3Xa342tg3cbnXpJQgQIIWBU/NISDHuTpBVVv7cDIcaIH8QWp100Uw05qsK4reHemFaoSU4FmZFB4/BJNCyVrhWSno8kUZ0Om5RJpTHJ4kB4Zx8eIg0wNjfVvQrYML85Tv91j7+TId53/Gk6MKIqQAwyGKVKduFLwjvDP/1HP+fnP/sRX3z+GpevxHhlnmdSyRwOd2p6JerQaZy4f3hQBV/hcl1IMREXMSvLqZBr6irh0+lCypkpVcZUKUW7/+5GqUsVaMFZBr/rWKEfJ6y1jOq7Xip9zrFk/u2mNGwv30AtTXTS8Lx2Wgg+X9QnqRrBv5015ChMBZmncCMT1BLwg6uvAdHoILF2ADUjuVZ5NN51MzQrOVNtwRkrtgVFVZVanubYSuHfcK8FY7r5R4OSaospEqjsh8uq5Exeo2K+RRqfTnQKbdYuRmx/rbVMg3DGgw+s68w6z4Dg27Gk/uoGp0Zx+z4fG63CrHM4I5WMd6FvjHYo9EFHFpktHFfOSxRuPDJ60xpwQbDyYtHGu4x8LMUQl0IuCV8s40Ea7ePesF5nKIVYK34aCbuJZb7is+Potxm9OW/aDJlnIZ+s2Iqj4O4DKVdO15lUqvrkS8j0pjGqLOuyQilM46hRR2YVUwtpzby8LLy8XDjd7RmHwN1+BIX3zstVBX0TbfCPdQM+DBwOR3LakXOWqW0xwhywaoE+Xy4yR9uI466lVdfal1J66DyLqM/qugXJpNOayGtS91bHYZyY18QakwjiTOBhNxGSYcywPC/kkggl4QBrqiQMtQrc5wBXcS6QUmReU7eW2O33vVK0pkGhug9z4XQ9Y63l4fGRKUifMpVM1PnWRd0IJhWEVm0yFyrDNEq2j/QsC7bDP846IQpwE9hvKo3b0ZtiwaKU+Vb9qjbC6u8ZXcdG2ZftjzFiwy9Oxbp37YeVxN/7ofCbegl/08+2DFUWvZ5iyKEg1XdiGjyHMfDjH37KF5+9YRoD8XJmXVcZ6t5wThXVBD+ImV0Qv6CcpBzPyiASBlDz5N8cTGPKhFRoviV9kMeNlXKrYJzzHeJxqogVkUzujAw9uDUQbw3O1kjSp5Kg3eSmrWrSZlKrMCpaMWnTCwTbl3fagB/68/YnVzxUkaIGgAEaLDR7NtwIXqrYJOeYyTF1L5tW4tZi5BpuJd0NRNb/b8tEtrdy8wH5oJzd+kvbQrVoVWRvqwz6IeeMpzrPsDsIhlzpQazkiMCEwriyzuHGnYxCDaogbptADwUx1kN5+lIBNUKAoQ01lzkQ1YgC2iKHCtZRUbtnrdIq4oJachVH22p0NoWmQY2x1OAzb3Wwk8Oboa+xUGVkZlUbhqIZoDC3HM5BLJW1ZEwq1NQw6W3tNUfeotg4xqgDu+aixisbJXO9Rgk6tShsVYk54aOnNZub9xBUhVzEbmRNSai+uWCKEjPsLH0zg+63FrCEHtvo3s5J9otr3kEoBNtWhbKYvDrKgrDWrMXawuiECTe5QrYFT8LZgHWq1jDoe9Udpf2NWlWHZBqJQw8FW27imOyxUstHBpct8dj6BLjadUebTTrdeqLRS281BbX9rzaLjSZoa3GkQZ/mg691AZvCyb1mr7XvpY1JJcw46fO1qkEhJ33NHrO+w+M/EiVVP8INc8Eii9koRFNj5rd/+gV/8PMf8Z//i3/M68cjJV14fn7H6em9cpstw+DY7/ZM48Tr128ppTDPM+tyVbtqyVqynug5J6KawklwdTrYYsdu2nPcH3FeRDe3I/rMja1Dm8A2jDvZJMZQWSU4iXubBkLtCxihPXZradOYRjenPUIVk3NDm0DGUMmUqPRF9XFvvHOpKlqkFXOuikGJLv191AIpZ4wVQ77BiOdRikoHxbNcBLo5v5xYl5l5PjMOFu8sdZjI3mF9GxIvxm39KG89jBb8b+90P/CMbvhNJNjw2Oa46oaAq4GcBK9v06Hkejk9SA2pQK2WMB5xYc90fMAiVBdr2GYLWKngYspacegITWN0kpc0SKPis8U4gdkMxKLBsRYwiWoNYXckTIVdSeS0UotUnGldWOdFxrIaR14bvAe7UUwFL5eZmKLeRx2cbi3XtJIXqYiNUgOLlSl9n7z9lFoq5+cXluuVGBdyXPHesd9NLEl6MDZ45mXhdL6SqlznGGuH03aTHC7CiZdruS4yk8Gaif20E6FfXVnmla++/Et2u4HdNOCtTBvLqTLuJp0jnqk1cQkGpyNIU0lUA2GaROuSM9OhsC4r8XJlXhapJBC4aJomcjJqRCcQS4yZ8/lKyQWL7RXwfL0AsIaZcbfjOI7My0IpC+WamfyO0Q3Y+4Gna2W5LkzDDj86rqmKo0F1LDp7AqVkD8OE9wLxTdNOQ1JVxpiotNvj7u6+B+bL5SIDo9BDolYR6oWAN2JxvS4Lznuc1wE5OhGxqahvdV3NX8x78WLb73YyUS4nvFrM3tJLoeD9xDAMDMNA1piXS0tKN9VzIxo0GmyttXsfBRdEi+Osxsn/iPDRd6oWYMtq+hcQ35Ja8Ba++MEn/OE//D0Ou5GaV96/O3G9XvvEpxACx+OBaZCZB7WKLW5KLSpKppxLIaaVZVluZrpKlhiGEes8h/2Radp14Uh7Sy0X7xSxCqg9tNUeQC5VBE5sJ7u8vFVvJEH5chUXTfm5Nsh9O56ttapU3U57xdS0P5E3sVfD+02De41YTDe8AaNUSV0IFWwR7D3lmVqR6V1rZJkX4ioaj8vpBWsNg3cMxlOr5bLOknk6x7Q7CAxj5DNgb0c2bfYWHz628rSxNOTvtVdApW5N4tvfLnrdb7Sa24GHYBK2eoVKNuuM0n7LGvwQ6BPHtDmYNHMvNMovyjgpHSs2BoFhcB2OoxZoVEAdlYkrYCO5SvPQDV79fOjzGTYcvFCSpGXWGaERa4O9TWizVvpTBbHvcMMeooyZrc5RnaVo+da8/Scz4nzgdJlZ10Qy4quVSqVm9YBybdRl7XbtrmlDcECgUCjFcZ0z63rF1EwInpJhnyrjrjDuBkRXc8Z5mT9QmwMrVq6PMdjdrgsljXNiJBlFWYsV7Yc1hqDXHmPY14mcilBa1fbBqYBuXVetrKWKoUJaV2yp4DOjnbgbPJ+9useNE9V6rtezNLlxUBsNubGPBjH402SP2ugNLXtvCclWrUoIaMZ3N3GrNJtr+SxtsE5jgLVKoK/rG0uKD3QL1nTDztIhCkkcbY8d8j7SzezqnDdyRttrbb99bKXdRa/q0tsPHD7et7/58b3ho4+/9rGgQr6ub7BlmT0blw9ha2UMhp/88HP+6T/5h6T5W5brC99++5W6X1ZG5xnHifuHRzG3MrYfCCnqYAvTTtnMui5c54tMTlLnSrCM045hGLm7u9OmXFDsXwNxg336RdvKTatqVvF9QTN8zeCRoNnUjqACJ9duTCvdbC+rrXW9zG5OtravvColuSlQRLHc16qRRSNO0RsX+gNeMpai09zWVVxeX55OXE5n3n37LTmKy+jl/MzxeOCTt285DLIxTqcXfQcO+8YwqkITFeoZ1CLgBvrq95df3wiyUG/XTb1ZuErd1e9tB3R7LrUyV7psg+A+KLP1WhsjduPDMCoUZVlzEpaTZs3tnhmkxE4pkotkU2J+J1PPUOgKPZwdAUqRhq4rGB/IOop1HDd1bLNbaG6lBhHiSQ/DC5stF9a0qu3zEe9HnB/IVTTlbtzDPFNMBJepVszXq64B5y1+CBxD0AEqSarCrI3ILNdhmgLVVJ2GFiVrRueJVEutXtY+gfk6E9NKTjODF3O+VGBfZK3lLIJJ52Y12RNjPGs236BxDIQgk8rGaSLlwvlyVcGotMSxFYslabXsfSDnwnyZVetQcM5Ta2RdFt0HiTCNcv3nq7olJ8YpEIbAND2QTGDN8OU6y7xpGzB+koCIBOJhGKQRrtV524dtkA83a66ZNWJM/xl3k6r0wVte1qwJgTVJn8zczueuH2oHbu0u2v7wQbyh6s2+MAZVz9P3d9N5lCL3s73G7Xu6naXQYpMwsrbXzfUWLvvbH38n+OhWoFFvgtTt9/VvcjYVxf00/r159cD/+f/0L/gnf/hz7o87fvHuzPV8IsbMw/GOw/7AbpoYhsBut2ddV9YkmgLBKB3rIpnvvFxY5ivn8wsYsQ7+5LNPwVhh9KunTS3SJJaboEpYbTyWWhkH4U8PYVOMiiVEJcWVZiLWhl9Y5OZa6xSnVTbDDbovi60NvZCMNudCId9UFGx9BsWtS127CrzB7pXS+eIyZKQ18a7ENVKNY1kjL88nXp7PXC4z33z1LfP1yuV8FtWogf1uwNXCshv5dskYEufzGT8MjLsd63XC1MzknGDb+j4EHso01pRAalrdtKrt5rBqf/rPcVMeK6xo2loxzezLdvYTVYRfEviNNsoFJmuT+EpUyIxVAr3Sj/tra6hOadXnkHkP1lVCC3BKmd0eFRHcSUAL1mK9mNg1b6zqWvlWxTFVrbxzipS04tV/ylQYXMC4oP0SB3isH3FhohhpYldbsdMebww5SeIQjSpSDYQbbcvr16+4f3ggJUmQ1jVzejkTdRpfNfK+D8dR1nyWwyrnzOl0UlX0Pd7vCDmKTxOVywy4TMoL8xLxwbLbDYwhELyj+sQQBsbdXrLWDFmh1WEQqxKnauLWo0lxFZJBjEJ80N6czQVjJjmYLiupyByLu7sjKUfWuJARm/BgjcJVhZoNxQaKGahuwOJ4cxg5LYl355nBBrCOJS1QM6mlH8aQ+4h5o8LRSqmpHwQqJVJWlWVQX6RaZKxne7QZDLlkjNsqhhb/bnsNTVTYAnljMr17967PP2j23DLzIN30GW4Pl4oLmxlizrmL3hpLqcWT29dvwrfbSuK7PP5eegq/6UC4PShk/8hGn8bA48OB3/3ZT3j1eKTkVaANzfDHcWK/P6iQRhhHRTFzi1HsXryK1mVhuV5lEeXEMMi4wmEcpcGorMqmNYBWBjaju8YWMngVkHhnVW2ZSbHZS6cOnpubk3r7cFtziG53ADKHmZtFIkFPnDcbXVTK0i1YQk1spaLyOVsZ2ZTTRfsoOUZiXCnVsswLp5cTp+cT58uV56cnlnlhvl7xij+P3vQB4WteEOGQNHHtzQF1k0P1hSnUuHqzaG/WwM3/tc+89UN6wb5VYx//XsfybtdSK6XrltTdVHedb28LqWRSLuL3VNXDRv9XSxGqolqKCA3X9u/rqXt7lEs4aVYdFfxYMUkmxjWjRPksupbUqqW/L2MJrilfDdZm7ZuIKaB1gWpUIWMqxgdcLVQStSRSKShVfmO5GbFt8BWkuS3qXoB1WQV3rlnnJei0vSg/243iSpEK0HrBx42DKi4BKUOMkpV6L7YbTIUaArZUXIUaQr+DVcQCQsH0BmMrGNsV4NbQKZVSBWsTtjYGlun7AU2ySk0UdW21yAzqrHujqjK6WqHTWus5DB4qzGuiWrFVF1Es1CzVYzWWanIHKdvMhFq2w72V5fVm8Rno66ll4i0Ip5I1VmgipJu+3j4HrTLZKN35I7hpGIbeh5B7uc1YALSqQeCv9rVWtbRq9QZS6AVQW8/t9Xu8+dsf3xs++lgo8dd9r52yBjFjqzGTYuZnv/Mp/+DnP+Kf/9E/5Hp+zy9/8Se8PD9jDbx+fMvjwyPH40GGl9fKdYksS5Th3lUGu9ecOL28MF8vrMsF7x13hwP3D48M024D5YwMVRd8cZtwFKOU4HFZ5RAZRvbTILRG61hjZJ6lt4ExCkfpAmkbuRq1WtBUXkUwtSCLkmaPINlKgz1EDGU7bFRSlE2LiPlqKaQsHPl2EMii3fDPjASD6+XKsqzEuHKdE/O8Mp/P5BgxueD0sBu9x1thaFhjRBmcEokVaysPj49iFzLt2O12+GESGwVlbJQOGW26h+0+b38puhJla1jFZ5veQaqF2wNhWy+6lfTQgaYkb1VXJaUoGW/JXXy3Kj/cWuX5l4p3A2uMvP/mSYfBZN68eiXUUB/EhpmigQiFqRxU6QnpG6MdgsaKwaAfR0oSCC6tF6Uk6iwMDbitIrxcZrxz7Pf3EsyrjEQ1TpxSnd9h/UjGKv24YMcd4zBgHKzzhcv1wmBkZsA4jn0tNC68HyacC3g/8OrNQlwTL6cXLpcz5/OLWrdURp2BEGNm8IaUKsv1LMw6bURWPNYPFCNuAcs8AxlL5tXDHYf9RJ5GUoiUGBmmSai6OgRJaMRiId69rFRxm1LCXMW/Kc6zBrkCpuCDZdoNVHQ6modgAjZYUioa+A06sgGSCNGMSbhQsH7g/v4Na3W8eoQvn86cloWsrgMlFarVnocRtbC1olcxIDYeRQfSKHRT0cq+lK2ad7Z/L2YRxOaUsUEIHRij1eu2fhoLMt6MyZQdJH+ayeF+L5XX9XqRnoox3N3d9Z9PMXZH1zbt8LZxPU3SkG4TF71vuoU2+6WQcu4klu/y+A+yzv5N//7omwiNsEqQMvB7P/stfvZbXzBfnri8vOP88g5vDdMw8urxFbvdHu8HUT9mcW7MWbxPao7kGFnnC9fLmXWZ8U4zfB3e7Z3TBs5mX9vuSQu6lA3ukZkJwt9PpbLkK1dlUzStwTiOuEEmaVXjaEwbEZs1GwdVHjZ2gIbGlv22XMHoQdIw9X6dNMjI+4sdQmnTxSTeGN2E0uZMcSXGhXVZuZyv4mK5LDKrtkgDMTiH2U1QElCYBnEiddYwjgfC4Li7fyAMI8M4YYcB63x3Rm1K1U4y3koC4CYx6EG9fbufFv1/Rq9Hy1puD5h2nwzQp8aY9rxy76BumROtkhD643W+8PJy5Ze//BWn04X3777VwUKFH/7gc16/ecVv//S36K7dTt5M05mibJjelNT31QK9iPSazbmnVtFNNMPFUg0uDIRxYhj3UvUe7+TArxAvV8ECXaAa6RlsdoT9aiLai8DgJ5w2r3Nph6qSFGqhJjF/a+Zn1VT2+z3OyYzrxoTJMana15CiZ1kK6zqTlkStM8M4Cq1XXXgrFedHSonkVDhfFmKUBGQ3DjzcH5mAoRTG4DFFrqD3IupyekDHPv0LhnHSJS7aDbEXl5kbVgdG5VJIq0CI3npcEC2D0HCrVNdF91WtmLxKBbqeCWHi1eHIGlcRSsfKmiurCugwiNOxF7fddi1vIRpTb6oF/VpuUOTNWrdeTCdD2ERstVZCCOx2u14JnM9nGkvow5B4U+VCh5Fuq4OtV1t1qmOrjgVVaL2LhsY0BhIYeV8q1pT3bDWOuQ8Op7/p8R+kaP4w0/voBatmzEWaSd7A4B0//52f8Ns/+ZTr6R2X03uupyeOh3v2ux2PD6/63ACbxUkwxYWUZfPlGInLzOV04nq5kNPKdHckeC/BXQfmpJZp2lsG0C1uJxVM8EF5x20msoyzPJ1OXC6XTn2sec/IniAOHT1Q2htpesMFG/xSqR9YVzf1s7WifBSaZm4XtB9YtaQP4araWA+Vai0Ug/OeBGrJsLAuC/PlIqyUVRqMtRQGPSSncSAuV0pODEGVk86y2+8ZdyPH+0fCMODD2MVIGAlJRaGKfsC14M92XWUt9I/CbZirvTvSZP9NW2E6WlQRuwgalNOez1TEVLDSZmF/LKozWgWmNfHy9ML/9D/8a959+46npyfiKmNan3/6nh/+6Id88sknTLtAGGyv3mw30lMrbtoHVdhOJ5MBasGhdGI9THJqcJEcCuM4KaXZM4wHCYAVTNTr5ALF2s4i61BMQQz0jMOZwBAmqJFaZVZ3u74FSSByWYGEMKek5zDtdoQQmKaR6/VCjJHlOpOdJXlDSh7InE6i74mxEAah9jrvOwTmwgBZMtLLHLleV5zN7PcT1nsZGFcr435HtXT2k7VOFMY2i7mhkwRqHBWeK6K1yKXoHlULEF3ncU2EMOGDwGylVIE4rcBBjZFkxQMCUibPjtFZDjvPsg5Ya1ivmbomlpjUHtuQa8JWpyjMTd+LG5jzoxhX0WZuD9Lb+MumTWjBPYTA4+Mjy7KwLAun0+mvTZjb7zXB2e3zblCtvM9mpy06GUkS20Fzq21Y19gtRbqTsDEYo/NmvmOVAN/jUPhNqrgPewnyIbaHnOrtvz/7rS/4/d/9ET//nS94OA588+WfQMnsxsDnbz9hv79j9APLGllSIqmsfFkXaUgtM+v11IVq4zTi7Mjd3UEzFPFcISbCtFfoY5t10G5EN4RTeqBzTszwcmadF7758lcYaxmc4Xo9s9TK9fTM8fGR3d0dYX9AJmcFgaJLETm93kSr2Sstu6tyOFClLwKNpSB5onfiY1NKy18qliIwR0mapcsmHNyoozdlYEpJied373l+foHqKFkyK1MKrlasFxqnTLNLGLIEHYWS/DgSph1htxM4wYuCthlYSJxqWUdrn2e2o05+rt3/djjmLHqJW3ZRo5P26qBvyIb7q+qdQhs9apRCKnFQ4LWS2/hS8baxpXC9nIV2uyT+6pd/xVdffcvT04JRMdjl/L/y9Hzlix9+zqefv+X+4YgpYo7oraPUpHBgU4NrZaQnYa1CUgjab7JGWD6ZQhgm2UhBhHRGq8mkvTAfBrwf2FvfA0xV/69KUegpkZaZkiK+qv+PEdEcxlC0ZXp7GGclPkh15tTTSMwcTbU8PjySc+Jd+ZI6GKie3W5gXSOHw47z5cr1srDETE4L1qvlipN76Fxg3N1p/6SwzmdO18T8q6857kd200CuME4T027P6fQCxgh8q6HeIFXcEA6MfmBwDpMzETAlE2vB1kxwe1JMvKQzNWdiWZnG0FaK3Asj1V2tzUcqUlIlm8qM+Jod9vfspj11KLx7OXM+n6THYQrXJeFCJKSED4MKunQaoLVKO6+Ky7eqrN2fgvcOZ32HlpIqpW/jYoyxHwptwtvHFQB6wLQZDLnTTgv7/b4nWtI/3KoUmZWR+5yMtiebGWA7SBol3FqLD8IetNbKZLet2/43Pr7njOYP/rlljmz/NR/9jDOW42HgB5+95ue/82OO+wFrMutyZQyBaRjZ7XaM40CzxZUsRrzdZSLazaQs5W3LHFpLGKcu9GoXqjGEbhLPDlcYtILQstIqJp1i0tGIF4bgJftcFuUIF4ZJMPet57md5ptjaOPSb4ekNS3Lblm1VhTt0eYo2Bscu5Wz7Z0rNCWNKMO6nrlcLpyeX5gvF+I8E+wkyWvKGHVtpKqGI2v1QaVmGdh+y10WQy/50ybI6ThceZ7ej6v9Bnf7YRrVj5vMV5vNt8vkdpXoZ9vKZCUlqJlgo6CaXo0YVV+jGH7umG1JhqVCVn+haQhMQ+BsF0pu161ZcSc1jcviRVStHHxlc+81NJqwpQFH7TrUKnoU6SM5mQZnLJj6gV1HVSgqxoQxHmsqxnoM4vWlH15ElznL4Jq4UFLCGrGDaE3/Bhe1Q1QuoFVfMdmTRrUgOa3ULJU5RaAxa+V3WvbovWTO3juGEHg5X9G+uNz/ds+rwiV6gGEdpWSWNQMLMWUO+4sefEHWkDHd0ppG80Wn6anuyHtHzY6Sbf8j6b9VvQJqgrh5bxnoLu2yf03XwKR1weRKzHAMI8E5jpNnWR2TN6xVmDpGShWKNtWFskm/Nm2N9qasoetrpIIyYqJn2/2Vz3u7ftd1Vbg7f7A/WsAWRhy6n/RwvwnUbRSsbrCNGADdU9SwzXU2WJZ16VWHFAMb0UVICkoIQODp7/L4zodCrkmCXrXYNmylFhUG3TQRlRcuQiEZdvJ7P/uC//SPfp//8l/+M5bTV1zPT8T5yt1+z8PDKw7HO6xxnC5n5mVliSvXy5lSEiWt5LRAjRyPO7lZVZwfxfcjUHLzWBcIyTvfSz/b/D90eclISNsbv6IU9qT1zHKZefr6HeNgCaHRXhPXy8w07Tgc78SQzYitQRWnNsQ9VW2j9UBwRgN/Y94YWcyYSqFZdrdEz+CqY5llAbqSxKPeBqUVSmC7qP/M13/1JaeXF7756isZXm4sg/XYUjGLBMdahBs/LzMvpxfGUfDw8/XMJ5+84e5ux7IOIszyYoLm/IDf7XUanNE+R8EUhThq1RaKlKmAXAeq7uHaKwU5J20/UIxmuga62Z5kpHIvZMawzEa2dptpbYzYN6yLYOglJ0qWAB+vMzkXzgnWJeNL5A//wU/49tMH/v2//zPevT9zvsy8/mTPJ2/33N0NBF8wZaEaOWBT8VIdFXA+64Q7ZcU0iAsw1ao2Qj6X9SN+GEl51WoxS2O0qbpzEQhnSAxDwg1KP62mExHyIsZ7l/MLFsXWnSQtxos7aUmJlGaBWlyhFGHkGRsQt+EKJKiF6/nc6bFp0a5WkeYlFcZxwhjLfj+R0h0pZp5fTixL5HSeuV6vLHFV+wlJskTHYQluIpNJJfH0dJK9mSsPj/e6nzLWGabRbAeCDRjjxdOrVLxzjFPAuYIxAaUIEWdhik3DKHBcquRlpVYJUHKnNp6/8070GqXwcj5JFcl7XKkc7h/47NMfMDBQlpG/+vbCJRaO+3uq8xRryCVSMXjbdDhSGdUKcV4Ig1ebDu0X5SiVWcligeJa0iYHhLWSxb9//76jEcMwauTUalg1RFUdlbNSuVPcPIxSLTjElruZ8F0uQmrwFZ1b4dlPU69ASo7EJeloVIul6NyQgjMSl3ywpBXKdxy99t0rhZuT+oOv0TI+ZMdUxEq3FIIp3B8C//gPfsbbxyPz+YmX99+S48yrx1c83D9yONzpVDFhcKwxsixrhx78OBK8hRLwbU6B0dmy7ob54wSmKTSxRsMD5X25m+qh/Sm1krIs2OusJnw5ki6STc7XK8YYxmHSyVWBEAYwlhwLatBPY8AELzx4Ayp8kcOy9AyhlZqmq2y3LM71OcRtWDzW4oqBXLAFrs8vvH/3nl/+xS/EoOx6lSa7dYSheaeL1YcMEIpAZhgdwyD9FuP37A4TYRT67zRNTOMkc5ObVThbgBdKXdMiVKjyvhoM1zjpt6KgepNtNbioKULb+pHMqYNJDX+S+9ZeV1XApUAII9ZYlpLEVFHtkGuurHEhrivrurLbe966O8L4W6RUyRnuHvY8vnrg/uEozVHBo/S6V5ypGNdGlhZyVIW3sQwhkHNkXa562IutRLNIXmNjiKGzhFUMZ6qooHNmWRcG17JPsWWpOXF+eRJGU1qVGaa4udEBLq16K0mSrpLBteasx9RW5SSF1hI1J3KK1Ma2K6UzhIwGDKoRNtrgeLg/sK5JAr+3LEuQjDdl5utCRlxNZdKcJCo5DaRkeDldVSgYOexHpt0g8xKCVCLOy55LedaFXmV2unWUlKWSS4Wl6MyGmrFO7BtilO/nrLYNtcj6VbGgDx6sYYyJlArrWrheTgBMr16zs4a3d0fWFYYlE4MjVlhUCyDVsI7jLAbIGg8ivtou0nPOkrP6JtF6AE3oBphCqdIDlGFOSqLQ5FVGu+pAILs1mds+sM7KONFGIQZJxKqup9qyftMPnDaDuj/XRw3kBuvP16sw1bwnBPHc+i6P795T6Nl229iCGzbIw1pzEwBE1XkcDff7gZ//9Mc8HAPX0zOXl2cMlTdvXnM83rHfHViTeBilXER/sK44KwrgYXCY4jA1IxxxfS27zSTAVgzS1Gr4ew9SpZVRlla7NZM6uWmy4ZZl0VIssSxX1nXmcrls1srBd2O+isHEcntxOoZXFdd1illK3+iWxaCvbbbrijHqeeS366sluNDyCi4VliXy9P6Zr7/6hrQuDMaAOpwWJ1mBUC3lUKsknIPJBoZRnChHG9gfdgzjwDCNjNOOcZyoVmyZ+ehQaAu4JxnWQPd433o1t4yK9rkEhrn1dLmFk3TtfLCepJGaFTrIKQsJwDrJ6rwhGhnwYo0jWcnASl7J6UqKC7vJsdvvefX2XoSIg/jwDOPI8bDrMEKDq2zjvSMBvw37acaCeEvJkbRKYCvWst8HrGtGY2qjrpCTzMzwCjXI4Znjih+89LY0cJcUuZ5P1JwIVhMDZ7vQ0+Ll8GuHSBU/IlONjHpuEE+VPlLRn8kpkuOKqb5DERKk5HPrnemNyBB2DEECsHeGITguF4OZF65F1OG1gt9JRizq5kCtlYvSKOflyutXD+S85+5eZhwLmUEC5xqX/ppDGMlWqvDsM9lnrS7lAHRevMokWRMoLKdIKpnBDfr+pRcnzxegRlYSy/Uie22dGdzA42HHZc54nzgXB6mwpgRVqOUUhXUUriotHlS1DreWWtXxVJO/xjCkq98VJdF40hxODcpeKrlrVSpWe0EaCbTK72SXKodBzZpYNlirbnutsZvabO3GcLplWbb924bwNEba3zv7qAt92irrIU7ZGBL9cEZQLVvhH/z0B/z0R5/y9m4gzS98/e0T98cd+/2Ot28+YRh3hDBxXc9crjPffPOtlOgY9g93OG+lKWq8ZFEIXGMMfZ6pUcjGqRMgIBRYYzRja1dpE3mIvzmg7BODCJts8Az7HUteiUsl7Hbs9nvu37wh7PZgLHHNakvthTBYUZ8kMbKTM6Co1aPpnklaStHwR1Q4Y4zreOM47RH6nWGeZ67zgoYapt2R/e7AYb/ns7dvyeuKLRmyHJSfff6acRoZppHrLDbiiqTeYN4GFxyH45HHV6/Y3z8SxgnnPblCqkoXrKY3dBvk0y9jkQElZc0d8+7fU5dI+QVHGxrTrnk/GDQjssbJ2kEbfVk25uX6TMoF74PaokeCheAtrx72G95eEqWuGJsYJ0MYpIoTNs3AbndgmHb6OlaCcVdTN4w5dt8ZU1ZsrTiyUD1L5eX6BLXitdpxxuLZUXJljYXglZ5oQz/cq1YZ435Hm8YGAuuQZAxnSYlgCtgi6YzOO/bBYUolzkJ8SDGSs9g/WCu9k2rEJM4Yh3GWsspQm5Rm6R0VmS9u1OrAaPWOaS6edNpiFTod02CZhj21Hqivhc3y9HzP8/OJ63Xmep21TySHSvCBEB4pObGuC1999cS7dy+8nC7cP9zx6vUjdw8HUZGbijHNv0oO9GEYlW1X2R/2DEPUCWayF0JxkiBcomLxhrwmqtuIIsYYduOAAeHp58hyrXz553/KsDuyu3vkJ29fk63nL96deH+eSXER7yUsNgzijLuByzK5jUYVLVhnGO3Ye4lbH4xt4lrZZrBUsvTptK8QnO+Qs6wzr0p6+dowDNIcVtW0MYZkou6Tqs3/LQ43CuqtOLixJNv3W/8rhKFX2pvN/9/++F6Hgrxp3dW0i9CyyKqlTiU4kYn/6ItP+eEXnxA84AzFWQ77Pbu9+N9TDTFGsbFYJVMPLqiwRpSS1gqjx1odmq3ttTZ72dwEW0Pj78jDGsFVu2q1fYB2AluxQrBVbLKHaeLu4RHjLGEcRZSz23G4exD3TWUpGO1F3B40rRrAtGu1vZftPW0ndSth22EhGC7976WKEZ/V9xzUS90aGEMQC48IRmGM4/2BcRrF6XIaJKgpdGaaQZm1+CCD20dlHBk1l2tNzHKzqEQopH2im7cvWLVWPqVsIxZ6sDU3WWlfQA0t26C09qTaj8lZNtM333zL+XIFLHGNrPOKN7AbA+ZHnzEEGHwVmCxnckkYK4NUvI61dF7Gp3pntxdvyoDeMNcqt+rq0WauUKk1U41bIiKDmCzLfFGYsjIMe/ocXDZPLADrCsUK9EcR0VabYFZLxGmksU0hrcaL0s9B4J4PcGDTYbySk9wbmrd/7s1ZqQxuTAZLFfuLljU1yEQV91TRoTV6dZtF3uzoxRxQYJwYs7oPNwW/VEalZNZYeH6+CIZuxcxwHAeG0Utm76DZndDeo7UMk1jLCKlEIReXca5Khtu1IJnGQGu/Ow4DtVYW7+WAM4YaV7K9srrAuL/H28D9biTlzHXxxLyS6ra36AN4FFGoVf3Eco8ZxrQE2PTr2w6EDyn69ebft1RQ3Q8NdTKGzbpfRJlW101Rxl1FEIdSlfRgTG8yt9/rK+ODCr9978bv6aaK/9se30+n0A6E31CGOBr9MXK83/Pp6zv+0//kD/nxD95i88x42OEPE5998pYQBmKF63VmWSPP57OIbeLKfrdjv99Lz8AavDVKA4TdTgbrpBg1i9WLoKV72/tFsT2svQlK24VtHHWvGaTFsjscGacdj69eCVslJ5HiO4f3A8Z6sL7DJgL5q4xeb2qMsUvfi/YSbtXAvefSb6JkXY2bnDSTzaWwrkkatihV06gHTEwMwZGrI6aFaRqYppHXn75m2E24IXDUCndNCZQ7jkJDzoqy1nkRqMWk9Fc9jGSW7bbITAuI7fbrQtiaxZtiufsk1SL26LrwjQaznmH1u2L7NQjDJCSDZeZf/5t/yy9++Ze8fzqT1kiaI97A3WHPP/9nf8gnb+55++ZIjDMprczrzDgOjMPIq1evBD/1gxoDKgaMgZuK1rRDoRTanOTG9BBYJmFKBoUXZYOKh9ZXXz6DWlW8ejNinbiKFm0kW+Ml4TAFW4w4OUexn1iWGXTmeDM1leZw1ma7RGjrLd43SLEoFFp7xrfMM0YhrqQzmvuIUiv3WbLE3AOXUWZQu2dFoRNjDIMPurelj+OMw97tmYZAjInT4cB1vvL09MK8RrVnFgvwyQ+salXz7t2F02nm2/fPfHp+w/G449XrR/Y7i98NYuHc5hUj1Oj7h3tqqSzzKgLMNbKmymA83k0yXyUmLvOVUjJxmXFuj7cDx+M9o85kl0rEYKohrleeLxeCH5juHvjB67eMg/R6ylNlTpLTWyeCQrQ35r3Mao9x6ZoYq9MBvd0OD26C7a3pXcvUBbZxeK+Ha6kKPcvh1iqFlKPOsk7inab3pwV8sf4QZlMIoesZbnsLt1YXm3ZIel0tQbk9vP62x/c4FLbsl95NaIHN0IagmApvXj3yj/7gd3j1+pHdYYdNltHJn1wgXhcuOpA658Iyz9RauL+/5+54x26/l+HTRmh1zfMndm9+DbTtYjRxFXxwkW5P8NuyTyKAZMgtO7ZuwDqBKCSbKWqVLJPahCutYzRN+7t89s5dTpFaBT80CGzQh3WzUWY7Nkmh5k24FmPq+oOSE7aIj0uplWWdyWnFusrhbg91pKYdQ/AMQ8COI4QAvjU6LYOyhlAWidFAIa8MzurEpixQ0G3g3lTHW7bf7YNv6p9eKPFBHdRuBlTbq5Damsk3z9yGpBul5omNc5bG8bKwXlfW64oD8pr4X/7tH7P86DOc+ZyHV2Ka6L0lDANDGAhh1+2iTTMTbEQwNDtGfK/QK2GM00AiwbUKhqkb/4aP3g95MSDzwSO3XmAGYxodUz6ftV4gm2oJ3sv0rpwo0ZBjFRqtPj9qZJdLUrxbbA0sFj+KuDKtiWEYsc5Sovrl5IjM/yofQGON0y5VhbqWtuvfhFBU2tyPsjZlt8F7HRhUCt5ZnJO+zLoeOez3fPP+ifNl5nRZ9HM6MejLhXXNLGvkdL6yLJH9fqJkS34EbwPBW4ypKtDU/pvzwsBzA9atWLtSTRCYZ5VB9CnKaN1meS4U8rPCJob7uztOLydiXAnOi3NqzJxP70gl8bDbMdjKq+PIaZlhScw1i4ltzjoFUISlOWepRm5iSq3S72qkwts+2UYJtT1QtwqhCdI6xKS6n6rjQtsgIoMRmx3XJvuppkoPbmlYy+vdHgbtcdvXk/jnuoq5va/v+vjuh0LHCGQx3RQu/SKZKuXOq8c7fvrbP+bu7sg4DZhYmUJgCp75LM2py/kiz2QMaY04bzke9ux2O6Zx0kMByQxU1RxT7mU2FQyteayl9wfv6Oatt8MBNEoYNbpq5ZrBWvFICmPQYFJZ1WzM2tAz/txfpHHSUXy7LZJKMapYqDdqSMPNItsWVWm4exXLgpKTBgth2JCl0bjGharjS6dxFFySuo3jG+RAqE4y2BagahU42aks3xhHm9EslEFk6HsLKL92KOiV08yy8aDbWtBYKSHebhsFVY23m1La/bq5QYqEyAGsB5PXwegGhI6p8KItlRwjv/zFr9jvAm/e3PH6zZFx9GIt7cUHyDqxbRDubOtpaMDTQG9QYZLCNk5nRmS1m84p66jWxke3m96EDfb4YJQi7eB3/bXETM8AheCEL17iQCRhaiKvW3DuVa6auXXdhNqilCLVp3UyynTNC33IlPoJlS4ArD0INBZXLUVEYy2j1WvjtA9WtJpt/Hqx56j9gB13e1LKDOPAkhK5Fl7OF5qNR9ZkLSap5GNama8Lu93I3fGB4ALH3Y5ghYra3nNFcHMZ4ynzPWq1YAc5CJ0Mn0o+cpnPMsUNWNcLMSaWaSIMA7tp4qyDa5w1HVJbrmdqheN6wbvAcQrsB0cumXUtmpgaRSZsJw+QdW3fwIq1xZK2f38tzmzB+dddH27WjmbvLdi3rzvr1NvKgvpB9YPho0Po4+e/PRT8jU/Sx4fVd3l8z0oBbrNE2iavULOM7/vxD17z+z/7Cf/sH/8B90dP8BXnLTWuXM4vvPvqa+meu0Cuwg+fxoFp2vH29RuWNXK9npmmQSaQYXn39J6Xl2ecshp200TzpxEyjPCdq6qIu1WGURVxrRIUDXRlrRE4weAUE9YF0WceFAl/aqaVu3GW6Re6LRJpHEvjU2YhGKrdxug5tXCouXYYoE1CEjFVOxzUZC2K1oCa1b47k+Is2ozXj4SgC9jJZrLe4/fHPuKyWuGyi089Mu92GHBeaLXt9VEBmIisJIiq1olK2+hlO1xyUohC5fc3ZaskCqUjjO1EkIO9kFMROM9YXGg6kkybO7suc1cY/97PfsrD8ch/99/+95xqhRhJc6YmachZDNM0yoY1jsPdo2gbjCdXS07NVXTQwe5Rr62+sd7PELGQ9YP0r2Iil0gqSYaxI2yY4ANhGNTrxuCLVhfWI6M5gVqwSJU4DpPoY4y4taYUZWB9KXg/QE7YWkjWqnJd+jZgNWOVgfTX68K6Jq6XpWu5YjJiZV0izorXzcvzszBNtOfW7k+tVexgdA0dDgf16Jl0HC2cz2eaq+vtIPg2AbBBWKLYluv12Q8+4fH1A/cPD1yvOv/5dCWnRIyJFDM5CZy4XDN//u9/xXJZKDHycD8RglO/MaVYRtFA7feDrFs/kkolLivn+ExWdPh4PHafH1H4Fr766mt2uz2vX79mt9sTwiBUcmsZB2WOzSfef/kL/O6APxz59GHiuBu4/vJbSgRXLPvpET+MVAPni+iCuhWKvwmTGlcbdGzchwmeHG50qKc1k2+bwqP2K2ut/fqXIgzIxhhCY0vWpHEcRfdwS0e9naOwMZBEyyBT2XL/uY8ri7/p8f29j349Ddf/Fqxx3B/33B0m9lPA1iTuqGkmLzNplpGDpRQx4NJfnaadyr512HXdFvXleuV8PnM5X7i7uxN/Fe8pSfnhRrOhlm2ilNWKHBz1lh/fGmsFoRwq5n2zGRqOqMW1wkv6XE19rB3fpjouav5VizbAjOglGtwgGWRTGiqO3Uv4VsnUjsFYp1t7q+glYA4BH3xXjVon2gaxVwhi0aDsG9SmGSNUS9R24eXlDKiSWyP41pja7ukHBx61w1BtV2yZcYPpbhdG7T+nmJQK9/TPzb2oRXsPG0bF8bBnebjjeJgocSXOsia8c3zyySseH+/Y7XcdXzfWg3HiYNu0DxVhASHUZsm7t+qlmlbWA6pQnqY9xizEmNTyABH0DULdrdoS8rn03zEaHG4/f3uNnDLrsrIuM5eX9wIJ1kRwFW+K2iLa3mORZrdYnqRcePf+hZeXMy9PZ4XADPv9yDgE7o8Tu2lgCJNs/JS5rleCc0oHFbaP90LjlHvcbBAyzlm88wQfbsai2u0eGYU71d661NYjK53eeDxslgveB+ZpYV2jfOZ1FbpsKVyvV16ePN8OFm8fmcbAEELHzuuN06xUL+JYa6xMr5OGeKMRGz2kgvTc5pWUEtfrFe8HQgjM84Ixhc5Cp5CWq9w/C348MhrDZNEhLwJ/C5vttmpWNKAF1Lo1h6lN+d7WeLN0aZXfRo+XPEQCtzVt7K8uJjbTmHYfbJt2eAOBO2c/qBAaC6n1LoAPkrRWYbSv9zL5Ozz+DpXC7eP2RQrOOt6+eeD+MBJsIs8nYlpJ84n1emG9Xqi1qGEYPdA8vnolJWJKeCfy+3EYOF+v/OpXf8U333zNPF958/atwEvTxHwWFWlV+CGl2O1jRdSGxlkts2wLcgWTzc2C0+lp7ebcWFXn0gJgxaioZmsoyaKrtbLMYodRi+CQ1VqsHgjNK70dOh3+MrfUOvrrWGNw40BJ4lKZUajCD4qTa3DW990V2n6QAMU2oJxeBQlOvy4rf/Knf4ZzjsN+x34/EvwNBKLge1MPfNhIUyfHm0NTCCy3h8mHz9PZaQacdxq49Trrz6YiE6UmtYfOOXF/3GHrPZ99co8nUtYzdTIc9nv+6I9+j88+/4S3bx4F0bRWrhGaCLRKQNdsNSK4oorKU9TEOsMiJZY1SSsmeB7uHkSFnKrO+YZxJz2uw+GOVS0Mapvqhmgm5GAyfVM2yOZyvnB6eeH08sKf/rs/Jq4zwVV+8Nlr3jze4ZWemZUqCpWUEd3Bmvlf/92f88tf/BVff/WOkqUyP+wDh8PEP/lHP+fNm0cejgdMlbGVv/rlrzgeDzw+PjKOO0IY2O+PLPOV+Tprr6FyuVwI/p5hFzCHA7mIE+uGncsBYbpYzPQpY3KgOMZxAGPYH/Y8PhZyFhpr8EE/t0z9i2vkej7zTVq4nl4IGI7HvZjrWSMCRN0n1+sFq9BHrQlMxg+edYVSM3MUdXYYR/HksoHrEkkp8+2373j79hMxJNQkoK1BMMTlQooL8/mFw5vPRccweeZkuCbDdZ1Z1oVUK0kryrZ+c86i0bBiRkmFkkrfZykl0Wb4m16AEltSTn1djNNEaZCR2otvXSBDylKp+3Czltps8ps+Q/v7PM+96ritGHIuSiCQA9vpdMj/aI3mbf/rhcN0CCB4y5vXD4yD43p6plyfqXEhr2dyXCCtOt+g2URDqVapkoNKy6XUfff+PfOyAGhZGLbuuzG9aSqNQsvgQzOkxlsZc2gqeKvl8A3qVarwuAli22CdeqncHnKqFzCouETL+uraphd9gFEcvBQDRal4oEEIbJfSm+307tWD9mG0+doDptozu2AwSQVNnaZGrwSwokLGagO8SEDU3rYckFaSoT/9kz/l66+/4k/+/b9nt9vx9s1rPvvsLYfjgcPxoG9ZhThARaAp74OqZpXNgPkg4W8zFNrFbRWWeEM1JbdSNpUdQoPWDDRptzAlhI3SbE1++pMf8MWnr5l/58dUNQJ78+aeYbSs6Yofxg3aavTZRtM0RnsYpgcGy6YSFvGRJ9RMqY41FVIFP0w8vnrLui4yUc86UrHMUXx/SilyyBi5p1Xmr/bKquTM6fpCXCNP797z7t07nt6955uvvma5Xpivz8wv7zm/eeQnX3yCd4Yai1gyW6kCT+cLv/rVl3z7zROnl5ndeCCnwrpGcoS8yIjLprEZfGA3Ttwdj4Dh5eXMusqktIeHB8AwjCPLfCHlRErrxu4bgl7/1jPqICCmFEqKiL5hU5t7tSEJ3uNsJbtCrQLt/uAHb7leZy7nI3/5i19yPrUJcYWSEr/8xZfs9xMP93fs9iO7vVCHHUY0IzVrPBDTyaDVnm+29RWFej3DIFqa6/XK0/ML75+eGMKVw+EotuIx0uzoa1wbr53l5Qn8xN7tKSmzxEjFU4yMc9WYzbQLEtxbw14Dcq2QSsQqFB1zwqrIrdvMGzEtzCmLIM8qs69AUsZXrQaZPiyJnvQg5fvOtmTQ90MTNoqr955Xr1799ZHaNN1W/YCp9F0e32PIjgaCVg5pGBB4th0Olru7A8Fb1uVKvZ6pSQ4FqohqrJExj7AtNKMl4TCMxFVKn+vlwhqjcpFHORC6J3g7SeVCCo7mei3TxtABvdlyw6FRzHv7HKbV+730a1/fIBJnncxTsKriVcdTiXG2Xw/U24T2uVQer2m03rQOvtDbl73EE8qm8brpjVQlpghTiVo3uMR6pcpq46r/3/ZyBslav/n6a37x53/Bl7/6FcfDAU/l7jDhveVw2Ot1kTL4NssS5pU4r/Y1cINN9kZpL2v7udc/m9Hy+fYz0uArbWjLWE+B3mqJWDJvXz/QTsLcqKVWBF6lJDCjFF/9CkvOVY3STNkOpXYfUXGksWJ559FNJyxarPXs9uIYm1NmiYmCJeZKzFXOk9ZPURvtxqaShqtkvMt15uXpmed373n69h3X84X5cuLp3TdMDnzNfPHJKyyu9xQaHlxy4fnphfkyk9bEcX9PNoWawWojWmojC4iN86DN1jUm4prIqRBDYhzHbpWeYiYmcR9el5VlCPigh0JtlUIVAzWtdkTj0OAyaIQT4czL7BJb5H2UUrl/PCpNeuD56VtyWllmS0nCrnt+emGZF0yVhq5zhqRaEIFk1TJmCOLYalyvtFtFQxWVf3KZ3X6nzdqTijYzj6/e4HLuDfZc0R6dfI44XzG+Mh4PrKbia5brWpsgTdavFd65rP2i6+sGrkb1O0V/QbWeHXVoJpZGK+2cm/2OGtXREjF0XzTYuGoVrpAeouxuMQ9FQ8ZxJKVETlmZZzf77KYyaO+3lr/nQ8GQ+8aXf5t+UUytlCxe8J9/9obDYSLGmRzPkBYoK86A9wZKopqKJchFd2AoOAqjC8SykpZKzeBM4O4wksaVNn5ybfALsoGEyy8X2AY5GJwVylcL3FISK+xihfJljFMZuYFSMe2CmVtsroApWF/xweEHT1LpfVzWdgvlf+2Q0SZmqQWDKnbblC9aJovcNIwGrxt3SqD3OwxYrzqImNAWgVQsWm42aXzDtSU7189V5X2mZeHdV19yfv8Nv/2DT5nGwDQaynpmORfWfRDKqhO78WoE186lUtQIUVSonsbZ3zRVllIEg+9BpTNiRFDWQ7YRz5FSZZM323KoLJcry7qwXi8YUxi9oTq0aeZpvvFGlYzGOnwYJJsMQ9eEgARuUZVXGnUYo7wpFSdVY8BBCMpUqfB0vsgQ+mHAhgnjDaXMIlTLyGB4DNVVbZqLkaDVXsa6zKzLzPO7b1guV+bzMzZf2IeM23tWOzKkHXsHxIXn9+/Y7Sf2xz2pVmpMmCjw1HEaeTzucKVwdzjgncdbz+l8FgW/CVjjcdZLALWV1+aevMqwmqenJ+L1wi/+9D3jODIOA8/Pz1Rgt98Rl8QaMtMk8JDsI9kAwnYqOuZVoLZxmqTapVKqxxnHdNwJRm4N81WapCEZxjDxeH+AtHB6dc/z+zuWeWW5rkIbXWfW+cI6GOJg+fbrhPOWMA7sD3um3U4yb+uwg/Q+9ofC8eFI0cFC756eyZcrYRrYW8On3vH0/omSC9M0dFHjUmS8p1VaecES5xXr4dUrw+QG7qbAX+XANRvG5Ii5EHPFaZbdZqdX4Hw59wjonep+dKZ3zbHvgTWJ68I8L+zLHgIsN8pncHoOKn24FGEVNgprWsmx9h5E39PIQWEVGUhr7hPbvJdeS1FX6XldRRw46P7g7/lQ6M3Qfnk0sFXF1w14Z9iNI+Pg8c5QjOLk1ooopzaPGSeOiFgqDlulTJ2vF5kclpJk5vr7JUuG00dqslFAN9hlcyiVcv6Worrl5lJlNKy0BVLTS2dz81k/7NhrQywXzTpqLzOaI2ypTZMAG5ujXa26ZdlGApcWJRq0Ku0Ak5dUyMNpEMsb1a1R5Pr7qltTSRgTuog7vl84HqV5W1OkZIMxgeaVX3NWDQHipdTvudxbZ7cF2b/esnB50e39mA9/V5r1Iti5HdjTqrwCUIrc+3VhvV7xWvw4bzru3JuhdtNbdMvjD9Z669Fs17Nu/2zlnHgZVl0bplUVsh6yJjxN39HXkWkeONu1rrXxzQvrujBfLyzXM3FdcCbjbWFwFYLBFksaA94CtVnCCwW66PCZHMXQbhoHhuAEXipRsGdjcQqdppSFx1/qDVPIYyk4U7k7HlhXz8uLPN9VBVKtcl2XiOGC9wPOO/U5VMGbNohzSl1Q6dWTyDlhDhmDKLOtxeH6+vZeZKzOWMYxkNNIjjuC8wTnMbUFwUyKUfpxZFyWg8hitCJG2XIDt7fPGCVdeKkmqiZQJYueIcbI+SwDbnLSORRGmreddqulbFoX/DDxcNzxfE7kUrimKGaWToR/FfXwUpSi5NSRhqI9xObEfOtH1HQhwYfeZ0qxdAeC24cgETeIhpFYI2wmXePmBpnR+Lasa7f7EejqQ5ip9Rp+E332b3p8r3kKN5GnB7omOx9tYQqGw07mHU8jpLOhWBiM19nKggsPLnB/vAPrqMZjayHOV66ni9oYV/bHI6UWljgzXy/M85Vpana0RvnFYtfbAmijG7SLUGrVuQlWDwaFEazTDr8yP0prKlcZ09i0A7b9HlqiJnF3TDroXi+8c9IviHULlM40rrxVl8uqB0XtN/ijlQEN8lCuuGwycU4VcVxSfDDp4aNq6AqtIbV52RuqVjrOW37wxWcc9gP/+n/87yllZH8Y5TUsqjKVje6rZtc3B5C3tcOEWTdUu8a2XW89QLeqJfeFUiliYVGabsN1GCLFlZIS8/mFHMXMzTmZaXy8P/SDPmVRsQfrROWufSPQ6VPtMrYekmmWHWwsrg9PBqmItp2GU7igiRqpyBQyBApo+mtjby0OpCxflyuX0zPnlyeu5ydqTuwHixkqJld8sSTrIY1yaJcofxDGWq6ZNa2cn09YDMfDjmkMXLzYahjjWO2AMRZvHPN1ldnlSeix1lWsYvw2GI53e2KMVFOk2X064bQXYI3jepk5vZyJMTPuJu4e79T00TPPs9BLV1GY55zwzjJOE7tplOrPyCznBt3WWrsFS1sf4xigTJhaSGMm7TKH/YF1XXj/7TfMyxVqYl93OGdZrjPrdSYMA9fLhTAM7I+Hvs+wagEDDEPAWMMQKquPmArrfuF6rXz19ZdCX9cpZJ1WWmQ0sFV47HJ64fXbHW9eP/J+/Za0Lnx7fcYNO8K445xWqrGEMGFV57POqIBWDs2MHEZO50WklHpgNqGxv2SPxBjFf8wastt0JE2wpqnoFm0FwxI/rbp9HSuzFi6XS/96cFbj5YrTiiHUbW9Suanu/+bHd68U2qa7/a9iaRXDfho47EacgZoia12xgHcD+2Egryu5rBzGA2EYqDFxvpy4ziuv33wmar4i2HHNldPTKoEdCRwpJ2Jce/zHCKOlB4TK9g0a5XSboSzU0KrbWqsEY+Emc8VIY1Yy2twPhMaKkdNbHSmLKJ6LLTg3UqsMKm9UxmmcbhqyBmo7sASnbVVDz3bNFq5ySv2Kp5Ru8EGBn5p4rwnJ5D0qPVcuDMZI0JSyPPD20084HA9cr2dqEUpiMZaUq2TKVg4T0dLIa4sVdJOciQ6jVx9aCUT9GuilBoypvSHXPnObYCWBOtEICjVLM3AIjmKhegSy0lspfRkjs7ctBO/USVMNwIqw0FqDr2VHUp2219c+UqMT09wuBeoydhPMacknzqlGaYmogVyjuzb9XjOcU8JAczWdBkNNQJ4xZcYi8xtCMDw+HrFWGom7/cgwWCBiSFhkmD1VJovd3R0wGL766h05Ca0yhJFK5cuvviTmhUrmzSePIrp0A7lG1rxIUmLh1SdvGPc7psOF88uFlBJPz8+adRtOpxfWuJBr5ng8ME3SZ/LTxDQOnE6WZVmgiNvrcjXM15nWDxzGkbDfd5glJ8W2KxwOe8ZRKpG0JtKacZeFYQgEZ1iWqyIDgZzE6vlwPOCMxZaK1cq8Ige4t77vRUPFG4MbtHIpUhkMIXC9Ns1ElH5FhXHcyYHqLTVLwnA9n7nuXpjPB14dRoZgiXFlKbDkhSlMFBvITuJMVuqsJEBbhdBG/N5SRttB2QY9Aez30rsrNXcEoimQW5yptXZ/I+ec/g59cpowoWyHi5qnUYOlug1HixV1I4jcFPt/4+PvNKOZ9qJsh0UInnHwwomvMk/ZVGnWSNYsf4L1OBw1ZeI8cz2dWXdHahBKZUnS4IpF8GfjA20+b84Zk2XuaqeHVmnS3R6CtQ0rMNqMu3mjVS/gdoC0Cwj03HOrhOT50MMvd40BCuGIC+qWVRe1SNjglaZo/siKA329jjE2SXwht0qi4eRazstnbbDMx7cjbRWcQfF0r20Uy6QmhG8+/ZR1mYnrIr46OrYUPUDlrKl6YKnGoW4BtDZYTd9TUprg1khGP1m7dg32UtaP4vcYQ60y69hQ1Z64gnWkXG6fSq+NzKq1VocZWdMFXfIaTYVQux1ArxiypEktqMtr0++lQCqbELNkpa8aga5oB1g7DJrl8rYVZA0UmX3Q7LjJMgLVmayHjBERoRWoNQSn7r6ZZn5nHdoTqez34oT6/v0LtUQZzKI9qet8xZ884/uBw/1B/Xk81SQSdKbMdDiA9RgXhD1VxTKl2TXHVfoGzS/JGMNkRs18B9YQhGlXq4zKXFfpP9SKjAGFOgyS4bZDFsBYtSCRYUHJeaIVfF8mJ0ryJj5mch/WZWEcR2H7ZF0rHdosNI06tWqbzmCcZHESf4aWITHPM+u6qoWLrBFrbR/bWxReiuvCOl/ZHQ5YG7jfBV4WsRTBGrITqDGXj8zv4KNgntWKYktK5Ac3p4DmfWT0/qLPge6fjwM88IEGYRO56lNr4nMLc2+U+dr33ZZQfrdT4XsM2WmZFD2WdtlFrYwh9H7CYDM2azmUEy9PV4JxBGuZLxfJ4ryjriuBwp/88f+MMYbD4Q4XxGDMeC+D0AfHOHiMg5giWCO2u5rxj1OQKVzrukFACCvEedcDZaOxtgausHJSPwaa8KSqkpjavErE2liaSo45Rf1euzCiWi21ivOr32opja2EQRpIMSYVyFi6iUq/vMosQFlVRZrIJcsAoppTz0arDr1pbAgFYnodVIvtzxlT4nK5MI0T3nt++JPf5nq9cnp5xnmHd47d4SibpOsy0EBQMMV21XV7T5XSFd7LMmv566C6LTPXnk/OCWuErtwU41mvi9yTALWQYhFKbbFM4x6MDEtqVDrfNBoIa0XGcwo81+AyAwpnNsxIHkWrt2qbtqPBdNysCbFaTzkzLzNVabT39w/dSqRWYYbENakSOevIROkPxLgwzzPx8oKpif3gCN7hGUhGve+Ra+Gd9sxqJq4LWIP3OlLRiur7ePdILYIVn04XXt6fZI84z/V6JaXEn//iL8nGcH9/xyefvQE34ax83xbL7u7AbjgwHQu5OtZ5Js2LKOVzZl1lQNHlcuZ6PjGOozR7x5Hj3RGTC4NzpJLJMbJcr6g7iNhaXER/tD8chG6u+L3TOdu1Wo7HgzCfpsy038lMgHVld9hxd73n6d07UpQxpSUl1mVh9jKHvFIJ40Adgq4Xw2ANi3o92ar9SjI+GDAe7/dYZ0h5lYlkgrmIFb8PxLxgqIzBkdeFp2+/5o2HfRj44vUd35xm7HnhuWaKjF8gp0osleYnZHoMRNXDiXme1Ubd9YZxrVUr6Mq8XGXPKcxUy6Z1MHabnZDa4VNFvAvbqIBqDEuMErVsS+KKClllP4vBXmRZZgzSf5E9+d1C/fe2zr7Jj7S8l68FpcWNw4hnpRY1DFOpfztJu9eHkxObknFGssc4X+S09RlXBkWCCkPwOO+Z1cq3ZdrGtpvTTkcNAqb5b9oOy3RqaoNstOxvlUbP9moULL5qU6iCQ7QEG9W1UR319W5O+H5h2qNhhs5jsKRsiWVRSL32N13rJmH/TXVeC3jdrO2jarC10StGB7Bs2YEMRRHLj5JFPLg73OEcbCrM9nYVaqmFWgzFaLbWvGrUr6bxvzUsqzpaYaXWk6noaED9njaBm2ZEBsc0kLD2fksrOjSW35TFzWtqu7aVJgyU5+8K6dJ/RLNYYc508q4GGGc9jW7ZNzG6CU0zY2xVqcAY1YLM7NVEgkpT9Y7jRF68BE6MHFi2Uk2iHUQyZc/Rcirac2vlKAijrD/vHa/fvGLQLFgO/UzOAo8sceX0chadAeAHhx8cuQi7a15ECW6tJ4x7QCb15bhSUhQXz5wxOhxNmr9zNwxs2WajPFalYiJ3U5KULB5VIHTWagu42+yx4oI4qlove9hYvS8WYlyJIQipwEtjf56ll4FT6q81ZA2eVq2unRVUolapNpsvkjGGkDzjOJBWGRva/aFqxhiZ+9KYciVF4nzFlYxzA4MzTIPn5SKwkDDW2pqV/WFsm5Rn+PWsvFWv8vG3hu8WL1rV0SdCfvyom/gVs6mqxepHRuFGpew3o0nZD3JYZ1EhhAABAABJREFUOLVcabFDNtav4Qu/8fE94CPdeLfBqGXdtjIMnmkcmaYdtkBKlsGNGG+5rgukJM6GyyLYPFWwYe/YD+JMuK4X4aO7FT9N8kI5sdvvwXsu755uFMKms2JaWGslvUU3r8JE5gZrNqA0L6kWaq2tJkX4wCs9SOmNdxSCFak5N/g+fROXXgK21dOoqSg2GEIg+FH9TZJew9IXjzGQ0mbToRd4g7puykenox3b1+SpJLBZbZ7XUjFK6fTD0G2J13VlGAbu7h+xRgL7PF/l02gmjAbqovcJHTgiAVc+X3N3dNo464NvNItvLBfbYMbSPpcGktpUtHKtXd0OhnY4tE3XehuKy6GnjX52q5Wb8rnVkjn3Qxf6CV6tOF1iFYL0jMPYPZ5SkhTYGiMjLSsfetGgR4Dd3kYzK7HeMUwTlDviImJNMWcOYqnR15RYl1vnFBqEYN0NXt3usxzE1ls+/+IzXp5PGAtP716Yr4vOH4nM68r798+cz1e++vodh/sjd68e2O2P+Op5OSWmnWMaA2E64vxACZ60zpS4SoMyZ07OEaNaRlyuLHbWcY56KFuplJvFhaX1bQzkQlpnchItj7GW7FKHRmSfj4xhFG+klEFhTRc8zjriunIdB2nepsT5csY5R9FGq9HmsHUOV0V4Z51Tk0y5b8KQsqRUKGUg5x3ndBaWFwgCUNqAezQpTZRsuV5e8DHgD/eMznGcBr56eRYhaHAysKg2iEfjjlOdQms854z3cp9b8mut/WAGQvu5XgH7DyeiteXaYKnUmtYaR5xz3N3dkXPm+fm5J0yN+NEa195ZUvQ0d4G2977L4/tRUhXPrGZ748LeMSypiOozZnbeM+4OxMu35HVliStlWSmrDEux1jA6aezWkgjO4IxOnCpq4NSM7LxQ7VwY2I0j6ldBSqtglTEqzi0BsGF5Rsci9ocGV9nMLaCrGMVU0AZy0cZnrTrP1heKceQkMwmcbuaoviPthtAPCtB8DucdwzCRc2WZL3zz9XusFSx5HNUX3eR+0MiNs1LuFatQk2oYjJS+3jsVvtwcToKP0T5aSwiCH6gV1uvMv/7X/4ZvvvmG4Afu7o68efOGx8c7MdnThpUcSprl69i/nCODvqZpMdkYauP70zLG1oQXyMsUVaq3xOGm5+D7hLrWwBc9idGsvja6kAD/8nxVJfthYCuVbu6nUbMAHTspFF6p+PoUrGGUQF2lo51rYTUbdU8wfctgZaJZVR1OipGrZvQVozPAFUrr1YXBhYHpYHhtP4eSGZzBG6FKv7z7hnWdWS8XpVprtmmdKKSVKTYMtVcEmEpMgvkPo+PzH3zKNI6czxe5Ry8nrnNimaWxav3A+u0L755mYv5LmrXCbj+x303cHyfGIEmYCxPeBywZVyuPPojNQ4o05972GUst4mFGYllmhjDgncMZmUJIMtgkM9PDNOm9VnM/hepKQZS/LmC9wRdxJxjGgRQjpmRsCKDuAc1jKMaV86myLAt3d8cOhTg9fGSYvdBfU2lN3UytnlLkua01pFLozdYsn09CRSGnlbgg/ZAwEIY9D8PEZ493vCyJv3q+4Nwgthoxy160Q6/yWpJ6OBx6kG5mdbVuf2+xwugeMEYIFD3Gaq+jlqLJ6xbEzc2fuG4z7FtsbjOlh+76gIwx1Ya76THwb398P0pqK3XZsGfNi1lj5rpELtcFv5cmVS7oqd0UdYXqFOTQDd244qbSYZw+nUkvYHMxlWCiwakIth1XGSzenFFF8QfQTO7YMkW5gtvfG+BiUIWivMeiQ0AaZJBtwKYkUMBNE+jXzl59ak3iO+53eb5yuVz5i7/4JSF4DvuJN28fhLLXbJ2R99xubqHI9ejxTz5bw1UN2nSqlWoQMYueTc1OQ9a/NPDef/stX3/5JdO0p+TEOAyMowMmdrtdL7Uah1tKazl0g5VDyfaqRdWeZoNbtjVSpUFo0Wrl1k21HQyKn1qoNVPqVvr2y9gqsirCwkrRElAucm2VWn9OhYQUzpGsUIJ3TlpmF6+rtapAz5BLAryuldqvczBtXoZ8juZvIwfDraipbsWLdRgP0+6AoTI4S3BCoU0pYi+evEqPaLvvDWJpFW0TNVlyhTYo3hrHNI3sDhOVyrQbWNYgjfAqFZIplZgiS45cZxkS44eB3U4OhpTuOewG/P2BoZE1asTWinVB7qtV51Y9sE3OYnNibjQy+qcNWqIYNQt0uGbZzbZPbDa04fbWaaXRKKZFPJaw2x4uOeODDNRqLr45505Jd973a1SNwjuKN/a+WK2EIaiWoVJj6vBNu+TW1B5rSk5kY0hxxfsR7+AwBXIFWyUpKQh9vhrz4Zpn0wW010YT1Vbd3zaP5Xbrv2vtf2+roWivoeketrile7rPYKD/17TnZKuwb4f/NMLKd3l8r0PhJtmjc2uMAQtfv3um1sL/+P/7Y376o0/52Y8/Y0mGlJDS0Xn8tGO9vpBzYrlcmMY9Qxi5nmdSKuRUScZSrMVrcEq54HPGJPF7MdYQnNu4wjFKBj0Ogttbq/C11WahYtENY29BxBhKDywFdIFV0LGDkXlZcdazxkqIBT8kqoqZnNs8b24HuDt9Te8cOWVe3j/zr/7V/8yf//kv+P/8v/87MaM7TPxf/q//FT/60efsdlIxWOfUZ910vL71F6R8F6YOphVLbfav3hA3aIMdyioZwvl0Yl0XzuczpiR23jEFi6cQ5zPvvkmcx4E3r1/jnd/gMVRslrPQEEl459ntd0pfNRI0q1gM0xacsRhbdbPnDSZEn9vc/pHDreRMUVWnAW1Yy3vIOWNrFZ+irOyXKIezMY4wTGy+8e1SyCYUIzIwplJTlA1vJJu3BETgl2VmrxVLPdmsUnp71bHQhYlt5gPqK6O2ATooJpfcezlhGARsLYWsn3V3vJcm5xoFWsqrUnQzmaXbUjvXoE1DSplUZI6IwWCrwbnK4TDw9u2jiEStYZ4jpRjGceA0R67LiimQY+bLr39FGALDOPKLX1iOxx2/9zs/5u2rex7vD1KBVfXWsg5sYRonLTyVRFE2XY7zTr6mcyekSSIW3labnKVuLBnvPCbIYWCNxaidiTynHLjWKU4+iBYHYAiiz6lFDPyu1wVrThyOe+4f7hmmSXomq5I8apXq1RjxiYoRP0tFGhbP6XSS5LS1CCp6v3TN5EKtkfTyzFhhNHCwAyZUXg2wUogmYqeRbKyocCxgjMyhblCyHphOaawprYgxnSaSCgMVPTwb42qaJqIysVISe5JxHDmfzx0yn4wB51jVE67eBHk52DIR1Cq+zZkWrdO6LIoE/O2P795o1vKaD85Iyfqw4mR0XSL/9o//BFMyd/uRyQ1M+ztYzgymEijUvJIiOqVMmokpCrXTu0FsHZzTCVOeHDPzdcFGwaqFOSJ2xNJlLzgf2O12tIls1Wzq1NZEbIO3MfTGTMvKDDJvV6iRHj9UgQ+KBAmZWrY5fOoV+eDkl6/UfjisS2JdM+fryi9+8Qv+/M/+gvfvTwg3fObp6YXXrx/Y74/9hNe7K5Q/Zfp8fLoLziivE1PelIv2Ro9hBebKKWrlk9hPI/VeeO/BGbxRMK0KrdQawxA8WTM6g5gJ1iFgLVgn2LCSNSUrpuJaZXVT2XlriTq9KmuAYxj7YdAgHznTrNqdBIFvgEZvMab0a1O0kmifzxp6VeXVNEzUxXov6pYxTeMod1lZUlYP2apNuq1BKIdqRgKHlq8dNjIodNo1Ds2Ku9l+SOJROgyQMTrnwTgHzgnBqirhwpZeidROmdXMscNUunD1oGwNU+9hHD3H4x7vEznJ+3emYmomOAvGczwcRITpLNd5IefMn/3FX3E+nXm6P/DqbscYPPvBakUvfj1W97uxoqIGYbgMgzQ5s7mxmW9VrBWYMcZIbNP89DJKQ7dSdJ2SN2x+GieicaQliveVld6WNYYwDHKQpsKyLrjFEddIGIShGEKQQFqLKtMN1RtcLaqIFhrokEZxHc6qUraVZPKNjkD3bqrkdSY5ixthtIaHfWBhIOJ5v1Z1BhbjwAK9ymwHoUDBN4KzDg/r6la1M5ie4KVm1y5fVc3HNou6HZBZYV3qh32C2ldoi9XboWFo9+fvuVJo2CDNuqBjJUY3TeG6RP6H/+nfUnPi8X7HP/jJpxzHA9HAYCujq+QkNId1XahAzlVUmTh20x4GC97hxh3Ge1LKLPkiWb82ZXI0vDy/Z1GZ+rTfc9gfuM6znIZ1e1+bOEwrhZZdG4txoc8VKDVDBos4VsoBJq1SYzzGeTqPn/bRW3aQ+9faoZDiyvmy8O79mT//sz/nT/7kz3h5vlKKAbPw/t0z509OfPLJXW98tcWWc6EN+umHGdv5kIowudYY1ShQcHBqc3LURbBq4C+Ju+OOcbBcLxeGYAhOh7UjGGXwDud24uChd1gad1LGSzbnSQVqMTpwRqmnm2BAjmHnZG5wVtqdHga9r9N7B4rFO6+DiLSPU7SJ7eoG1+mmkGqs9vLaOccwDOS0bRZBktQuzhim3UitbJTC5vFkDcWq1XAtNIV4rWJhbFXQ90F1ozeiFjBZexhsBywUHW4i/vzWyyxwFCIpQNJKBtS2L0OttrXLdL2KelwqUehBSy3anatMU8DUA9OQialwPa84U7Em4fxIMIGw27GmzJoyp9OZy/XKy8uJr+92PNzt+Nlv/ZD7447wcBBfr1JZo1RZ1hoVCwrHTKwlBoEFMXrd9PMrK0i8dySg9V5brTJgSvdmw9qlWWzZ73ZE55lPZ4q1mGLJZcUoESAOYll+Or9gjGGeF8bdRDCGYfDSpM+JJk9FrTpcyIRxkIq0iiHfuiaMHgYg7rqoBb/sn0Scr1AL++AZbeD1cWIxA2v1XN9fZRoi2zjeppnJapMNm3it6Q9q3TQHtRSsDzSr+1plBnNPs62IK2OMnUqPrssctx6B816RG0lsNADRbNxrd79pB8t3i/Xf0+aCm42tWThg7DZg4um88m/++C94en+C/8M/40efveazh3vSfGJ+eWFdIrWIT71BuO3T3UDwI4+v39DGpI/7o2xcHO/efcvpfOJ8ufQLfjqfxEAtFX7wox/z9vUnjMPIFCYyRsd3JuXEq703FapkTdZZhmlSMZTg5CVnSg60MY2yUAzNCVNM9fQytIPFGqVs3qidq7CYgofH+x3/9J/8Pp+8fcX/87/5/+qQEsdhb/Fe2C21yohFgYigibFAFkcX91elYGoW7O1GCYyzSN5zyt1nKscVSiJYwxSEppZX8LZgiDjEK6eWtIny9B63gfHgesYunw/B4hNaXYwsuZKqeOpbA4O3OC+YfcqZmCNmufaBLC3zBs3mYbOnoGihoNkb2yZz3jI4TxhGfBj18JSAnWuSGd76XIMbSXHVLDPpIeIYwoQfJnCBYkTVLbMCMqiJYoyZECrgxPakJUCVrcI0Qr8saZXrl8W2ouQkszByIq4z6eJZnCevq9hGnE6keCWniBucWKzkTAhCItjtJiEyxITRxn1uLOQOGDuxU7PSCwiDMKdCCLjg8MHx7ulMjCvVjdgCvkpeXhSCnWOhvMz8uz/7S+4PO9Lnb9jvRoYhUEqEkkkx4eykOo3QEwiMwQ2BnfesMTLPC9++e0+tcHd/DxWCG4U8giEuSz/cxUdI7plk6UksZ2oVxf3lwrVklnUlEjsjbggD93d3GGN4evdenF+tJUwjW5dJqMHjOGKcIZeMjQZTZFKfVwPG5JrQTDygchNlysYWSDEtjGPAhZH9MGFygWx5tfNcY+XpPIMdSDYgajTp67XKrrHmqlfbkFxUx2E7c8oYNIEo/QAxPdlU6FPjVwi+Q9++SpwQXzDZUylGhWS18jZoidZ6GlYP97/XQ0EeDZlvj9bjw0gGGFPl6fki83R/9Q2Dd7w+7kipEmPWjEhuaK2WWixucPhxYjocWUsiFZlFa1RpmmNiPl+4PD/pBQrM5xPzunJdIqe7J16enhh3B1wI4LyUtL3RYvobNaZlNU487LVUN07nHmipzg0fW8DDrdHTmpzoj7bh890Lp5au7PTe8MnbRwyFt58cqUUOhWlyYqlRBJuudmtY3kCd/TVqbXlQB+30vct7bVl5jklol7VSsmzupqAViM5IhWC02VnbAaiZu2kzDyTzMMqXN0Y/n/RvpfCyToJUva0ApOlorcUFR0YgGFmYKCShpXO79rfr6OYq68rWQypgrcf6oFmWY7mu+vOONS7EuHbNRDU6HL0zm2rfNM47CtLLMS7IJsiWajS7NRtHX8HnftfFSlrKflmbmr3nJAdCjsRFvYOWK8VakrWkRXQBog/Qi1gstTU7bZHhTKrcTqaA+lndlA80e2m8wbVlTcY6zd6riJ/Ol7lfQetsT36M3qekJ83z6UothefDDh8C4+S6bqhQen+j0a1z3hqj1jtcrRibiEmqgzCveBWvyTbako0KQjGtVlX0FVPbDAJxRViVVmpUQZ6Szi3Rw1jsZFax/l4WbFDyB6YvxZYAND2DqIktVCfXXQNtLeJpZqPtVVk18p7JhbwuAmGNAzpxgcl5aoYzhVwLtmRqth/cpzayth1W7fq1e2C5Dc5t0Zver21FdWc29kArP98Zlm09W0spaivTEtf287qEe5X7HR7fw/vopqmhm/UWT224nHWeORXW5yv/9//Hv+J/+fQV43/1v2XnCgPwsH/AmqqlvoQ3i8XvdoyPd5QlktfIeZYSyVvH6fmF52/eMZ+fRc5+PJKvV+K8UCp8/au/4r/9b/5f2GHADYH7N295++ln/PAnP9GbXTW7VosE1/6oP0kpOptZsrB++XUBlaJWDDoW0KgQSrzdFS4oEhSsBtucVjXtK3z+6T1vXu+x9o+kwWQMb9/eEXyl5kI2GbCSoSHDONpEM9NubNEATpUKwUjDndrYEyLpT8uqvYTU4ShvK9XJZtyNnmbil+JMTlFw15JJOROGCWdECd096I34tec1krIMOy8uYIwjLq0pLoN+CoWYC2EcGe2Ii6vEv34di3rmy0QoBZI6DNUa7G2ouYwbHdgfHnF+oGKZl5XzZeYv/uKXXXfR6MWvHu4J3kkcL0n3aQVTSDExlkrFsqwFFwLj/oAf95RaSKtQO11YN1acpa9zYX1AMpngHUPwzHkhLjNlucr1KomXb74hrgtljf3QLSmqmtnhLRhvFDeS/ZuiiLr2O9G8OOvwRpXzZtvoDRpoy8GVinEybCaMA34amHYjYRiYl8jlEqlWBtQ8P72nxMj1kiijo1ZZ66VU/vQXXzJMOx5fveawO8g6LiI67fRbSYfloK2GaRoEtjSelGBeFp6fToxhYL/bsdRZ6KKDJ6VITCs+K2xiLcMg7zMq7DKMI1MZQKnBKSbW89LXxbJcMdYwDoGXlyfm+cIr3jKMI+M0dRZSe69izy6JJyULQjAoBJ03WNNYx2VZqbkg55ccMpfTC0OKvDns2/FMJWIMLLbIALESKU7gpNKgHtvmT2diXBkGacJ7pVP3Ge3aZ2jOu20c6a0moSmZWwMe0PUuKIJTd1yjMOi6rGA02TUCV4qN/4dWQH/T47tXCi1rNR99wXQYd/tjBC19Os0Ef+IvfvkVn7+547NXR9yg56SNfcj3uizkKlAKSLc8esmgUxXTtVQz03HPbhp59fhIrHKTXZLM7Xy+8PTV1+RSeHh6opTMm7dv8MOgTVHF2V2jqkrGVBSn3kzm2DJYd3NSd4CuaQRarWAIYaAWR7aGWiI1Ixi0Hp/CxU/cHQ9yiDrLYb9jnEa8M9o0vSmBNbtuAeODm6mWztuxb2gZf9eSaIPU2NqpndaJg/swhvYhtUHtcMFLY50G2EgvpWWnTVRlrccq/pqTYLPW+F7+2tsMRXMkZweJaUVgsYbHV6rQHD+qPZuRXqWSi8EYj7UyhQssT08vfPnl1/zlr77kL3/5K0rO3D8cOBz27A87DtMeisE78dySJECrRidDiXIWCrWtiTonQvACwwSD94VQMjlFEegpNdkZo8mPZMQxFuKlEC9nclzJ65WSIiWlzZIEcbQV3Y2a/FHEcE4DfWt/WVXtXq9XWaMaFETkVm7SR/TQsDgrMxZSFKV6SZkwJsI4sOaM8TIuNAwTPkwsceHp+cQvf/W1vJdSsNVBljnK5/OZ08sLwe1xtkKNvWfS3Pi3qhXqzX4ZxlGxbxEzir7BYrLQxte4sq4LPmcRDe4mwci1IV2q6Y6s1sqYz5IKixOtQYqJmBMY2e8xiQni9XLV4CizyjGWNS3UKj2x3bQje898uYKVz+CKUWimUKqhVEMoFWszsaoVuhI6rE68w3qZaZFh8pbHux35HMlzZlVPKifDYSR+aLlvte/hnBf7dwUhpPFL70HIQVB7kgpssYftZxryUSt6sDVDSp2wVpKq+W+S+I4CfLda4e9kiGe4ORxah51mNIAGrcrzJUI982e/+JLDNPLDzw/Y/z9tf/ZjS3aleWK/PdlwBvc7xUgyyczKrCpUdgloNSBAU+tB0IsepH+6AUGAIKBVlV3ZVZUkM0kGY7qDu5/BzPakh7W22fFgkAwyK09m8Eb4dfdjx2zvvdb61re+LwhDwpZATBdSipzOZ+HTLwvWBzG0KdJkjksk1kw2hbvjkeNhz6s3r5iT2Ou5JXONiadp4ovf/JbT5cr9+2/pusDP/vJn7O2deJ4qM8Jat36KBvkUVe9sn2XFPoVIT5PSaW5Lkrk37NASugA1k5IhLcoOspKtmiLsnpwTh91OBrq8Y7/f0YVuLZXl8C9agzV8s65l33Z0VqlmzFbq3oAbck22zXfIk6mlIAxaC6aTxVOr6NNY0fWxbZhwfcgaGDDkEqGq4U1FqqMo7DHn20wJK/1XloXAgyvDy0ggKQqvyVu0QbU2fNP6O2b1fzZuCwo5V969/cDP/+GX/P3f/xe+/fo9xsCnn77k408+4s3Hb5gPi1QiXYf3Qi81XjIv3/VgAinDPGdIkVQn9kfh7YtVrMVZw3Q9E+NMnK9SyVrNNqnkKNXBNF2kwZkTOU7aw1gwpWAVJks1k+JCrVn2Ri1Y69fKVO8WTWf/er1gnZNGajes2WJjzDUpROc6+m5gHHakmMh6+Jac6EtiWmaMM+Asu/2B3e5A6Bzv3j3w/v0HoTlm0fUypTAtC+enE4+7gXGweGcAkcEwTvfKtt1pgGpDLIahF+8DDZwSUEVyZsmZeZ6Y5olQMiF09KP4FaOVc6ly+Da2zW4cAUPfi1HNPM0szfRHq5VUCufThVKg63q8B2MLS8w47+n6jm505NxtNE4ESip6cFYj1PW+FmJSinQW3bJaZKJ4nhf84AjBEavIaez2e+Z0YolJZ13cBqcasyZ3zhh6tRo+n69y6GPwOmh7CxEZo5XzDZyrWxFaUnszC5FvepnGiP9DG5QD1u9t339LYf1Drz9bJXVDuOQ/SpWsNLfDykhGfk2Z//yLL+i6nv3+wF/++GOO+5G7w4h5945Y32MvEykXvv32W9588hl3x3uKveBLoR8Lrz75CBsc0+kRM13oToElS0b0r/+7f0s1jilXPv/5z3n3/h1v37/FUXh8/5bdOGCDOLTJhdsVri7K/20TnO1zNf2cZrNpjaFYdaTSJN6qjC/oEA1gTACTMA4G5wRSSguX80nZGDLJ2PcDXQjSvLOOtsVk1k6gg6pgYPMnMOqrUGFlYVE91UhzOxcxJ5qXGUvGmoJV+Wer4LPJQl1NmlX6fsD6sFIzsVYpe1JGtwA1z8JVbzaqUgrJAVlSXMvwuJSVC971PV1w7PcHKmJgnqyIsKUUV8xU7/hWYNBYN9rsNk6mYWNimiK//eK3PL5/oKbEX/z4M4au58X9gWE34Irh6cMjV+8Z1qDgGMaO0HWMBK6nE/OSeffhxNP5ytdvHzje37M/HPibv/lrdruR3W5k6Pf03Y4P08L1cub95Ul8fmvG1sx0vXI5nxRWFIc5W8UxzruOps1zPjsublN2bUJ4RivDlCLX65ndbqTrOrquB6MzCum6wizicGZX+m8pCYgYM2M0yBQMqVZizgz7ERMcc/pAZSGXidevDxwOHZbEu3cfeHh4lAZlKdjgKDkxXS9czx0hWLw3eg8DWPEwmaMc3NXIfzsX2PWjDvhlLpeTVKnOcLkIi6fXTHm/37Pb71XfSIUNS0WIHFVZc1IxzXGWimK/o9vtRC/JS0M1Z5msTilxOl/IRcQox3EQSfUCGPV56SVYvXzxUphXp7P0ZfRZVCdrP+cIFBZEcdU7TypytD+dTgylMoxwHI8ULHO6cj9avB/51TcPFOTArkiQSTGtB7FIfQMK47RA0IbattfWWPZKt53nWaVtZBaCFapn1UAyBopCpSFI5Z6S/IwxRnSz/oTXnyCIp2dpve0ubB+m/W9Zv1sO1VTh/dOVb98/8dXbD3zy8WuGncWFEd/v6IYZ6x+opTDpDbDWygBQETXO/fFIrYX5eiLXyrTItKZ1lt1uhw09O+M4nZ8IahnZd52O/6tsRaMblkbdUghDg8IW5CRr1aH4dXrR6N03Sh2UyLzx29d/lL5orZNKxqDTmRCKMER812u5K1S/7ee2OmFtejdYq8EHrRlsBHbKdb04qSQarmUUVmqYvT4W67zYDOLwXrjexjmcb7aX8iCbPLepdR1GKhREojutd6sd6ELnLHpfhZ1WqxUIQf/eGsmkjCK0rYxuEhUS9OraaG/T6Vn7NilFYb9Q6bvA/WEvQz4+4I2VBu0SqTljc6UER/HiCS7rKnA6XTlfF96+feT9w4l/+uJrDscH9sc947Dj7u7Iy5cveP3qTjweUqakRI4Laboom6tS04zJKgKnz6FVmFaH0EIIpJzW52lNkzDZyAiYTCoypOlyIQTJ7jLq6ZuLSi5LEtpmIDDCrokpEVqz1Toq4mXsQ6AawzAOylApOA89njev78W7wcLldKGULOvUWYoeuLUKpAbtoLbbXIJmu1X3hHOeYoq6nyo8rGt27dU3SQ/vZYamPeumiaWQWNVDUg7MIqQFXZ/9OGK9U5vQCsYS55mkyqreOQgNXrFQNkWEru9ZUsa5SeBi7R+WWnE+62e3G0nBGOmQVbSqypSc8Eb0rpac6Kwne0vngWJIhnV2YSWLGKNzKM03YQsK6+n5Oxl8g7bLOntlNXBukjpopbGdv2hgFQuWluiaFXb6F4WP1g+j/7vBHatyjig2+kAqhW8eJ+wvf8vT+cyLly8ptuPu3tHt73nVDZyenljmiXlJTHNkmSO7nfCmz9czn3z2OR9/8gmXy4nleuV0kTLMWcfD4xPDrjLc3fHJJ5/w8uVLPv/8MyZ1wrqqsJYNg2wYLE2mdm1q6o1uQaOYjXu80lmNHOBtWCyEQIxxLeGaAmxF2FW1qWYOIy704i8dl5XLLTCWLCBrBDuuGqxMUUVNvac3NYwEhCbf2zKTanGuk8+QI8bK0qxVIIKcE6LjY+n7kYBlwFKcp2oDbBhGduOey3VSDLeZCYkekrEyjBWXmbTMhK7BcUZRLp00dxZvA971GOt5Os0YPXDEbxmiSVrdZELnN7XLkvUQlSDpgpi6L0vEGkdcEl1wvH55x64L7IYRSuXydMLRg+nlHiRDXBJ0Hrzj6SrZ4aN/4Muv3/H+wxNffPmWt+8v/NMXHwi9J/Se/+U//j0ff/IRf/M3f8V/9+/+Da9e3XM5PeJq4jB0PJzeEZcJHyydg/6uJ0XpjT0+PeJDEBeuIL2UbuzoR5FmWCaZofDeqShiJMdIqWBtYFkKOS+E0MsBGDzny5WYkqwRnQMQGQdD6GVifi4zxgYZ1BpGYq7kPNN3A/1gub9/wfV6EZG76Yw1lk8+fsGbV3ekmPjw7QeBn4pSaOPCw/v3jGNP373aoADFikxV5hKF0gkdNK9woGEYhpWgEZyllkxehCUmOL3ARc57UsmrsKJ1jmHYSUWptO5UEvF8Ztjt6LqOu1cvRIfqemV3kN7Ou6+/ppTC6fEJSqXvIrZX/SXvxLDKQ9cPDEU0y5aYNMCp1LupmBJwpjJfLbkYoQEbJ/Rui6zNZcZWgSdNnPB2oLeej18cuWbDY3TMxpKQqtvoPclFEz2FlNfEp5a1R9NerUpYlkVIAlWC6dAL7Nvml4CtUX0rh0HLHZ8Hgx8aEOBPDAqtWrg9pp795YaQIgeeoQ15PE0LX79/4jdfvSP0Az/+8U/oXEdwjn7cUyss1zPXy4XHh0furAcr0sbOSiZ0PN5xNZbz0yMNRV9ixKYFnyJ39/di6zdPPD09YT68p5TCvCyMYdCfUB683FWFaJ4HBqiijtjKWdMQ1MYSquRs1vHz5zhgY71lyYw7Yc+Ao1N/YdOUH/U+NQEx9FNVbWrCrbFHi/o391zTEaPZmmTbGWqUa60d1WSMQjBgcK4TRo8NxCqZjYh2iXNcVqHBWhNtAEvUPuUg8N7hTC9yFjQv2qZlJM/L9ztCGLE2ME3L1gDXzKbvd4p/ynXmdQhMPA0a9ChSAS37WYgpEoIlOvC2Ehz44BnDvTxXCjZHGtOimqIZr1ZxaaGzsO8Dn330Gmc833zzgA9ih3h6eBQZ6Hnift9Tlo8gX+i9IfSWofd4E4jLea0KpCfUceSI79RT2MjaWWKjzEqGaK0EYOs8XS5czk+UWumH3doDEpizYExWOKnbxN+sZVqWtYIQtVZV8rUW7wKlHyEbYhL5+t3xQPAdfT9wfnqSYUJnqDFR8oJ1FY/BF09wA6X35CzKsDEuLIsMSDkVojPVNA6EuppFfVZyjT4E8XaOTSsKXAjSeC6tsasVaC5iqFQMroo0StuPTaobCmlZoNb1XrgQpKFfK+NuJzauqgBca2UIATFw2tR8mxJu18n9zwqxlGqwRSmjztIPPfOc1S+kaQyJai41c72che5qjIoJWsauI8dKmSLWe4KzuLCTfsSS2IBYQ5sdaNPITU31eQ+h9QQkcbS2WX1GaircHgICQz2vNFoF8d1AcNtj+EOvP0nmojUU13LFPPuDDUYBqhigN9jlMi+UHPni67eMuz2xGB3YgX7ck3NiOp+4Xq5Y80A37PCdKP61QbHj4SiZ4emsOkWGOS7Y2NGlxN3xyG63E5ZD6FhSksnAJTLu9bJXSQNu5MVvKoUWHFDZNmNEy6cKyN66+MLYbEHhd0faUyly7c5jnAiaOWM0LDXvaDaRudq4R6LDhGYRRekKVX9ma+UK/NLuu7UqEoYMkdUqDIhqPU43AIDzAec6QuiVLy+LKqfCYmZtimcJCkqzveXre+9wIZDyIsNsOVN1EEf6AI5hGOn6Pc71pHKW70Em24yBLogxUoqWGCdKSesittZrNaRBQYeMUhaqrRjUiEyBd9AHy2HcMV2vzNN1hdu2MZMqv7PIM+ydhaHjbn8HBX4x/AYXPFjLw9OJ6/nEu2++5i8+f03vEvse7BCovmcInmwKk85HWGsZwo7gHKEX8TUfwmqduMRlTRSCG1QqJNA5yVCXZaaUyjDs1jUoAnhirdqPA35VvTQr7VCGDbMm8RZpaCIU5a7HVs+Hx/eUYhgHgdiGPOg9X7AVSk3ENEvfCVSiwmFsz7JcgapVkPgKh7bO9J+iIoGyvXUuwFh88Hr4q4d520M5U2paUQRT1M1MDzmDeoWvEiL6nUaIGq0/YJWCGYuIxg3jyGKl1xBTFEXZMkAVGZacM6hBkHUCSzsNErUuMuCWhXpsraHve3KemRe9x3pGiIqA4Xq54H0gdOI9bcmMvSeWDDnhQgUndqbzklii+iHokCWqftDk8TcxgC0BbM1256Rv6ZzM1uT2zGnDbazr6/aMtm0QdIXv6trU/iGvP599tP5Xvfkqv/PVhgnGDHku/N1//gXnaeZv//bf8fknr9nvDoy7PTktPCIZBDnx5W9+JQdD1xGs0Lecgf04YN+84TqJL8HT6UQ1lv3dkYLQHKeUyBhcN0rJ5ryiuloZrEGtTS3X9YpNw8jN7VShHuU6et6i92rWo8MoVstiW4XRYYxlmaW6wDhcF3RYLatejLBiZJ4hN+RZKgy9tmZXSC0E77Hek+JME8mzyL1JyuqRCWjRvZGx+qJSE4JFT8uCMQm7LBjrdUNW8rywXKVRWEqmV40beYib54MEKvVbLoWSDX4U+CkjOHS1lmqdyJV0AZIhxSKqn/rztSLfo5+1VRIinCeL+3w+r/hp5z0Ow/Ew4mrGkVmuZ/JiCAjub2thnoRl4pwnLzJY5N2wmpnXzuERGKG3lZf7gafzwhwToy90nWU3BszywOW9xYyBeILLB3hxd8B7mZgV3S2BIawxBO8ZhoF+GLT8j8xPj6sUhLPi23CdJ2l+tl5OF+iNeHUYKg9v31JrwUaZV3Hey/fqo0g5bYHPCsxyeviAdZ7d/gg4qJ5x6DGqQ9T1gX4Y1IZ1gSKOa9VWXO8w1RCsNGq7XgJ2KZmUo+wVgzR6karZ2TZ4CXHJxCgqwO1VssCAQ9fhXZDrb0wbhHGWYhR4xqGN0cz7dx9UWkVc9kqBnBaBHX1gniadfBf135gzNng6hXin61UkRFLEh7aH1OzGtF6XqqfSEjzJILL31Aq+2YmWTLCbe1oqQp//MEf6fuDlq17lVirewnHwfPrqjg9T4jyduF4v0itKBboR68wK/TSP9DYQKBwPuzaeN2mMyvUqUPnlcl0b8dJglmfxXUXWWgtNINI0QVDdT00g74+9/lkezfDdUNBetw1TtEMm+PnD6cq7Dye+ff+B++OeV/cHQi9DLCALpGSxtqsYyfit8M53uyADQMELg6bC5eEB6z3T9coSF0LqWFIW7FUZGa3cXVNILeNa5bM1cNrnsisQJquprN+T1cLToOeZ0lYbfmhhxYDbkFGTu24RvFbUrOY7d28twAytWduavKZNSrdmrr5Xk70QuWMZfkEDVWMzURUKq83eUzIl56UJZ0xVe0n1NihZMi3TNrJVPr040bWDWg4Jh0FUS23zea6KM5fGr78Rwms9kvUam1R007d/TqPTM0mCsJcqI3eB3AfKMiv0J03AnETSQtLRKr5DydAFzabVB9pbQ6wZSyE4FR+LhTHA3a7n009esu89tiZKLKQMplTmxVNrC7Z6B8xtSd5ogw5rpU52erC0hqCQGzIpy8RwowGs1Nymf6QkAxEVNCvUucqoFLknhTYzYrWh7KE6NRMyzPOshag0Vp33UCzGy5BV8B5rHMEGXOdlStkLvZEoMzZFhym3idw2W6/7Rw+cctOXWwkYWuE0u8iV2GFF58qUulIpp6sETHpRhC1aSVglETRKnFV5GRn8kutwRSioRdlzuSjLzUoVaHUOJ5eMJ6zYfc55/V3OOaqTvo/3XvSammy6ngpRFZSXZcb4tucLnfUchsB5jtgcSbFQjPTXGtss3zSJb6Gi7TA369duvwfQatrpVPc2Vc62HXWN/W4P4U+ho8KfHBRuM2pu/v3mcGuSB/r3QjWz4ORDP5wX/LeP/N3f/1eGLvDy/sjueAc1SUZS5IZeT4+qTyIUPucsrr4QJoKRIaxiKt++/Ybz5Uwphd3dHanCtGSmVMnGi6hUgYNCMZaWHfCs0bwVC2a9ue2QlnNw0+aXDJ8toCgm6XQ032BwXqGeSsv/8UYWnVO9HRk2aQLe8k4NgKs6D9EqC8HvZeq1HZw5irSFQEzLWuW0xrh3wgiKBYwpGJ21WPsUNVOtFa02wNjKbvDU0hrZzahIDnWL4L61iGxytQKRVRwxIZID1bCkTGTCxIS1geoMNdkVrzNrBZPw2hw2N1lU6/kE1yqrotpQlt3YYeuAN4VBXcPIhWucOZ1O1HTz3Ko05qiR0AWGNOJ8IHjL5TxR84wziZoqNcLOG/7yRx/zP/6f/3dcL48sy5XL9QTeYvA8PT3gveOTTz5RmXPLkrJqFWW8K2RXMcXh8AQXVh/sqLIS1sOSZspcWBZhzqS4YPTgHcZOEwxW/L2ZPpUkga8drM55fOmYVFyy5mX1MOn6AeMcTzhC18s/wWFtIATwocd1HXd3d0KTxTHPE5c403Vei1tLXkRILoRwIxKo+73UlfAwzTM5RZFp1wq4Bf82A1SB5pEdjMFESy0L8zwxzwtPT09yKHmBY2qp1CTicd4a8X2oYLyj76QhX4vMFdRauN/fY43h9PTIskzEtHB3/1LsfLsgOk3zLHNQ3ovOVMnMs1m9lR2VujM4E5ivV1F8XZJMDYeOeJmZY+Kbt+84Ho/sxh0uLLjO0u8HTucT1zKTrxN+GDncHYl4UjXMkwwDNhZZy/qXZSGlqBTSTZrDuVuv57xOOa8CjsZvsP7N63aWYaPc/26P4fe9/oxKYbuA1QRm7SNs3yWFUStt6jo4llPmOs/8wy9+yacfveSzj98wvNnjfGDYjTiFEnbjoFSzRfF+eHr8IA2uCuPxiA+e129eE2Pi23ff8vLdO6p19LsjGOFRl5bFW6vNzLxKcmxNXBTD1BpAVu8WiW8+fVCdd0qhVJnATlXEqESSweOdo9zch5YlTtPE9XrldHpiXiIYxCR9GOjHUbJ1NDToodz3gx6Uac3PvKooznGmTRN7u8Fe7WE06z+ZC5Cn4b04itVaxAXPbCUrxmCrp1ihoTafB6pOO6vKqHVWMtA1U96ohxgNgnpYtEBnvVsrKudkoecmfPesBGZ9DsF3axbZPIO7vsdU9dhNCbFzqKsherWSQffdsDaQr9MTc1xIpdD3vQ6ELVhTOR5GvO8pBd68Hvn4o3sskeCRCsiOOCdUUmkkB3FwK9Iova0p47KQU9ZGvWbC+o9zRovOmynnqvpTFFKOQj+1XqULHEtsmfiWeQuVWd67QWLHvpPDF7BF3suFNq0+KFsN5mWR6rVz2BAY9wew2th3FqJReq2ot7oQMOqKllICJ8qc4vksfY4GB/ourL7rWw9KzoCYBdozdVtrwTk826HWbCl79UVxTsQd53lROqg2ofWwDMZgq5N7aWToDG1sN5XRUjLTfCXXzOj2sn+9I6WoQ15RhAmtoXiPITObiHXijlizqCjnUnRmVdhVKcu8RkmJkhJxvmArhG7kMHhyHVlKJhmYrxcWPBmnQ5iOLmyOjU3FIYRACN060b9WVNozKkgCJsGrPEv+jBGYsJZGdKkrBAU/PBi0158RFFpHQf9sc/rf+9qCAtZo2SeTy7/69Rd8+bOf8P7hgU9f7TDO0Q8dNomI2zj2pGgpUbRPSimcTzO5VpZc6XY7hnHg1atXvH944N2XX/Hw8AHX9bzZHeXdb05zq6Ju1Lpusubnu32zHsbmplowt5WPDJ/RmBTKbEhFqKK2FAbvhO3SFLbar6iV6Xrlw/v3fPP1N8xpwVrL6zdv4AUM47iC9rVx940YtlBExluavhlrBfIoeVkDHMpmajhl1cqo6IZuI/Vibq4HTN3kJdY+ipOMLJe6Ml6oslBTTTcwmFQzW1DYIDgJhDfTmoqZNniu4afbz9wyuFqeoeV90YZckpmALgiE6IxhvlyopZByFrnzLlCLHJyHw5FxHAjB8+vfXEhxFj0noxVITjhbOe4H7u+lkffm1T339wcg4ZwEF98NazY87nbaTBap7pKXFTKs1ehk8bwO53VdEO8FI3Ls1aBBLolBTW1sf5VcKIlSHQ7pw5nUKh1oktPNuSzbjPUeF6SXYYzhOs/rPTVOVWH7jopIOUxNntmCdYF+NND6W0JhAqs+1maDfIy1xLjIvatBRQU9zgqLJ6aEt0aFBkUiO+ekgUpp3my9PKtez9b4VWHAZ5msb5W6MVUDb1qDQpPXcPJwJOAaSeKSkxmYqnuBKoFznidyyeKfbQSGTrmx6jTRMRbvKmJJEXXI0FKDMK/62omseK301mGiwts5U1MiM4ntao7semFNnqaZa6yc5ivRdBTj8WMQ7ba+WyG36/Wq8ytB1ouxax9KPq9At9QN4toO+WbKZEV/zUjfsyXkzyGqdh7/8defGBTMsz/bGNsz+Ij25pUb5JFcBSM3QQZG3p4mfvHrL7g/jrzcW3bBihwyMl3YB08/dNwdR56eHrlcr5yeJnw38OL1K+5ff8z+cMenPx745u23FBf4zVdf8ZuvvuZnp4m7+3tevXzFrIu56Z5UHYgSqALVHRI6mmDXlhA6fOiIuaofcwPtLCA8+lWaohZSnDTgVSgBihG2ixYdS8zM08x/+fv/lV/8/Bf8p//494z7gXE38ulPfsRPfvZT/vKvLf1hj/eezg0C7ZSMLSJdEFMStkZOSuWErvdyOJUsjlYYxZ3Lmj1jCi5sjStbBOZyzooe0U3zHJBGNIbD4QhGjIVKFYx2vp6Za8HUzBIT1oqbHkaGplLKGAveBqqA5jIxjZB5axEryphVRC/FdbiwNducsyKHgT4zZbIsScTljBHjlGHomJcZ4y5M80y/3zHeHRnGHSEE+mFH3w9451m8ZZ4uzJezeH+XzG7fsTsOvPn0FeNhL2JyXrbTnCdCF3AuaONeInsqQKocwyA9A+so0yKHQ9lEE71Dkoy8COc9GfKsQ43OUdS5zFDxWLphR3/3Auccl/NZgrEPmBQxVTBs7z3d0NMNPdZalmVZ4Uc6UQd+eXQsS2S6zjJLYB2h34kXs3fY04mUogYtYXol8fxkLom+H9nvDyzzJL2MJMwj5y3TNZGnSFwidy88JvRSaRjoa2WaLsQUcbliXcHXIAd5EvFAgQuzQF0VlkWmt7uuBy8BoR938uyzeAbkErkui0DCMWK7gWIcLgv8FaxlXmZqFQ20pGy53BwaredyPcPlSueDvN8wYCwUI8lc0UBichYIsyRKTSJS6WVN+uqRR2qYl4WSCo5CijNXU1aLTnd+ou8HXGfZdQLdzrkS+gH8gOlGnLd4b5UNWJjnLAxMJ1UPiN+GgBUS2EsRGfxlSeS8uboty7LOKYAmfd7J87aW6TIpXMzv9Bn+0OtPrhSeN0GeB4ktNmwZ4+3XpYGmkT0XHh+f+PKrrzmdfoo/DHR9z1zVz1lH0YN3+C7gU8KFQBgGdsd7ht2BfrejH3ccY+LNR5/wdP4l5/OFt2/f4oPnzZs3uGxXKWe5Mmn+Ym7C1prR3xA+WwaOJvBrj0HKudYoNtVs5hm1rAd2bZALLWgWlmnierlwOj1RalJlzghFBvE6H/BdR+d7HQDK5KVikYZ7zlFEukxeYalaRXaiVlQt43ZmYmv2a7KhSrHSAKVCMdvQSwsq9RYS1LtWlXEkivyS7TmdNK361TataWhwXFM9RRQos0pkqPImpaiyaNZGOM/hkmrX56JXQc4FZ8QcJ3SBUnr6cdAGqWe3OwjE4Tt8J1DEeNjjvLC0StKJ55LBWYwP7I8jXd/jVc1znq6Cg7fy/eYfMGprKMNI1chSSTkrhXNZg1zn9eesgSZ8aO12j9ae1AZdSh9HB/2CPL02wJZbReo8/SAZr4lK86zbk7bWqiiaavlYq8q0m2+vMTo1r+ugamVoVladVKztaz4EKUiFu6lSNpJMeWsIVQTxRF5dEpWipIhtzsfo860o85RaEdFKXXtG5HRBxsY0KYvkUpnmGeMlm+5ChwtB3OmAHAoxPsMwMSiMpBl5rZKkWGd1erqIzauusVV/yxoRUTQWkw1GSQO1bt/jvXhZL7HijWiI1SJeJt5ahhBYcoRZ9aOCJ+tDzzmvw66sa35DNoRMoEn0TYZ/K4vR9vh3IaI2N7UyvZ6dwf9iPYUf+DLtKOI5jnNzUH39zTfk+cT/8O/+is694bM3LzD2keu1kmsSQTfl/PbGsrc9u+MdH332Ofu7e7p+ACwvXn3E/u4l33z7ng8PT/z8l7/AOMePf/IXK8YYfACFM1KJ5CqTujIlWNfLtUZggBQzqiIneuVZSnCDpbEuGl1v1EnMaZoUyYlryVarYT/uwAuNLzjL0EvmZKgcDnvu7468un/B7njAhQ7j+xVqeXp8T02RoeuJMRHTRSSVtSkrmid5DaLNrKZWMHmbLWnhLjjRq/dOFrXFkJUGarD47FkL0HojcVGqasx4oQ0qvt31A1n/zjQuNnKwl6z2mIq/5yQHpnh9SNCrWaoHMVpJlCQBROQOvK4BOSjbgF1VSGwYBvq+ZxzHNQCPuz0YUdEUho3l8OJIigPjfpAAVEUrv1ShMI+7kb7vefHyJdfpyrt333K9zpQcGcdRM3e/ask8nU8i6tZJLyLmzDQtnJ5OPJ2eqDnhneP+7rgyWXb7Hu8DQz9wLZU5l1UWuXnztsai956u78F5ohdxu1wyebpKBeMdd3d3xBiZ51kMaeJC9gFq1WE22WfT9YRdHNZ75fjLfW2Bueu8Mmyy9HhW4yLAViGIYNjfdWJq48Mq5ZCLwnZBhuxKKdhHq34Hs+53kaVfh/18wdaK9x0YR65wdzhigPPTiYIhqwx1MZJoXKeZUq5UF3hhLG8+9hzv7hh2O+o77ZVYh1MJjGWaoBayETmOVCpv331gv49UDHcv7gWqykLVJoniMlUwe2MMLguTLsfMsqQ1oZXn4xjHnst1ZpkXbKyM1bE7SspojeHucCBxgccLnRPPmPMiDnlJdYqaN4XEww2SzzGt8wt4niV6t43j7xO8izGugT9T1vPP2B/eV/jTJppvOt1/rBRpYcCsPYj2M/rvzjLNhfcPM7/95i1953n14kA1TiCHVJlTYpquctD5jsP9gW53oLpAxhKLWuBh8b7nxas3nK8zv/jFz3k8PfLw9KAbzfH+/Yc1Sxn7USwsQ0/JkZKj8KZBMFVVT70uM8ZY+nHE2R5rO2kyUslVtFJKzZQqU8P9MChzRrK/Wio5FhbNMv/6r/8KAzyennj37r3i5oH37z7wn/7u78SopFZikV7D6zdvuL87EsKIMwXf7QjdTI0XDIKJl1QoOWK8COutC8VoZgEyhbpm8OqHEDd4z5ptwfddt80SGC0/FN8/3t/RmsJGh52wjmHo8L5jjnkNHkUFYNpYv0V47zlFMBVnDcFbInL/KGrmYw2xyBRo53aYJnVeMzm3bEyCd87iQd2CoUhOa4aJKHRaC8NuJ9OgiMaPBUrqtN8irA60MWeMyEDHmElkfOi0uaruY8aQsrDAzucL85KYp8jX33zL48MjT4+PfPT6Fa7ziOqlk35DUhJBrczzvA64AavHtPR+7BooBJa7FT4zSt28KvWSlUxQS+GqVWctVVwFjcw6lJoxJeJ82FqCtcFdwmVXMy+K2poaI41mOVSyUH115ociycK8+qRH3fTKMDKNoFDJCR4enwTS6zp2u73ewzb0Kfaa1lp8J9h9zQnrPeNux/D55+K8eDrz9PSE9YHrPHHIia5WXOgIiJpWKgVTKqHrJdEwcLyzIpz39EQuhfPlTDcMdF0F9VOplJsD368JiLOOaBP+OpGVnipVggM6sQHVz5J1MLA6j6nQ+55d33Pc76gU8jKRF4VRjTSDa0WhHqlKmklXm3IGKz1MUCXW7fBv66ElEi3BqFVmcMranGOdifoXhY/+OOfVbGWcljKmmmd/b4xhSYIrv3v/yP1xJ/Q+I1Ofgn0WpstVcOI+MOwO+H7UZpghVYip4J0luMDxeM/9i4uoOS4L58uZcdzhXCWem+VkxVVHF6Tp0zj0SWle2VqSskNOT09aXhe6XuAKq0yOFr3JyKKylmAdKSZpDLcGm8IKIQQ++fQTzpcrn37zNefLZW0oPX544MP7Dzw+nphj5LIU/uKnP+WnP1sY/uqvsGOvpkAeH3pSmgArzKFaIReqDj81mGiFJ6pkL5qQKIRTbuS0JXBbK9kl3otGjTZ9peEth27Xd1r65lXWACMqnv0wUq+LNPGWjFH3LiWT0YzsS05YCniLJWjvJKnUuBguqSHFuuCNtdTQkV2WngBSpaWU1kPIOeHYy/T5WpVTDXR9wDjDEgNBufY1O0rOGPXBBdlwjSZoncPWugoFOh9WhkytlSUuTPNCyYWYMg8PTzx8eODx4ZHXr17JFHVTwFXOPUlols2/uIk/yhDSJneQkqw/H8QLpL2vMEoyKQoluAXDNhsQZ+kzUApdLz8rvbNKzS2Yt8RBFodRHNIau9KNm8+3k+aIBqOyKulWlX+ISyS7/Iyw0SZ1rbGgg5nTLIQIq6oE1jnqdVbhuMqyxNVre5V4cAIbj8cd8zIzzTOny5nr9cp1mrTnILTcUsHXio0JW4qY2VTt76jsxvUqkOC8LCLRbcXTojVkrWbU3nv9/AVnpfFttaqmbJPBxhiCzkOllLQSjpASznmCdwxd4LAbuCSdyk6I2J7Kt1BZG8cCdbUp6jYo+Nxlrb1apbD+rDHPgkVj6mnHfj2SfyB69GdONP+gwPD8VZtZR5UDqmhgyLXyq99+gzHw6Ucf8ebVkePhjrdK25xjYTx2YrXZ73BBdISa+Uqt4qmb08Rnn/+Il69fUah0nSemxFCE57w/7MlR/Bn+l//wd6Rl4fPPPuHN65e8evWCpQpjouQIKVJTpHeVGGe++fKB+xcfsT+Kgb3zTheKZN1iLYhARy0VrRXjYezl4YhibOGTzz/j//TinuuS+O0XX/If/n//keA7utAxXSeWJfLhfOE3v/wn/r//7/8Pf/u/+ffc399xPO548/oFL18cMS4oHbgSxp7QOXBmzXZiksE+74VS53TDl5xEfz7LoNt+1+OD8O2L9j2sDyJjkAW/T0lc1IwRTr5oM8khjJXyfo6ZXCYRGiu3ciHoYZdxFMbgqK4DhbyW6cJ0PVNKwo0jNghlb+h7wdKXReiZIcihbx3V3fR6nFt7E+2AFD2qupIAJIgloIj/sAquAaLV1Pl1lkRgGpm8VgyGaoQwUKgirYDKm2hvZOglK6UUairUVAm2ow89YxjJutH7IGZDS1zYqcBb0QAg06p2bbave8sgRAGtUIyBIYzyjGMkpURMC+MwSmDLYv4jQnMRaypdcESdvq5FegWmVoVIox7WjhD6Nanw1uCDZz+OzPPEskg2HVMmprjCAE3hNGuj2BpDjNpHAIFNRwjOM1+uTNcreZ/Ai+R6UXiyaqVxLiKjEryXuSRrCZ1MaotHSaBU+Ief/1dwjgTsD3d0wWO6QMFK5eCd9DWySL4b5zjc3dM81JecKFMllI04XrQHE0JYE5/G5muQkjEZ7416v0T6ccB1PbmcMRbiNDHsD4x9R7ffsdsZdsc7fvHFt+IalwAXpHwtImczjjtlnmUNdNLrcdqzK2on+93ZA2D12miBwftGZxaocJ5n7VeJRPt3NZJ+3+tP0j5qF9X++wcFhpsGR9V/lfNCvpYrTEtiWhJLkhvlfacSDFahCPmnU+/XdYy73lTDVSSGR7vjs88+E4jCWfphlAau8yyXmaeHRx7evWOZJzwZT2bsLMFLQzCqtWbOcXXSKnHRBSbMhBs3oU3gTu+NMFXahDOrGYlgNCLh60LHJ59+Ss6F3/zqC3LOxLKwTDPLEknTjCmS4b//9lumy5l3bx3L/DEpveJu7/GW1f7PGNd6a1v5rtBUm0AtRsCidsCUIkdA0YO7idpJdaD9iWq0ymglRcGgmZLixBiRVE5FVWLr9ry300Peo1UcVQccZSE73R/yAXLZhvMaHFFqU4ddF49AUk5nRmxZ15oMBxWt6LT51voq1mJrU6PVmd9qV5esVmGAfK8DZXe4jUabi9hvasVVsjSuu+AZh4ES1WdCK8Q2qSwy2Upj0Dfpuh5rHfMS1+y7QayteoHnCd8tUaAYo+I5sm+cE6/ekvTz1SIyKBps5Ba3jqZsnpwSxRS8mlAZ08gHwsSR4lHmPaDo8KQulFqoxTRXUYox28S/tUpIsIx9T14Waiks84RLTiTOTWugSiBMOWFNj/du/bwpZ3wIjPsd1TqWGDldJy5XIWz0406qOiv0WZs9+I5immS5rKau79cEwRgZqGuGNK3aMm0T6U0XiW2R6LfVymBbNZAl+WtaZo0KHWOELEQMb0UJoKfSeYO36pkOWN9JD3A7vZ41hVswWokvZiMogDhU/r4p5bXnoEQJ3SwSHNYg+Idff3alAPzBoGAagqTI9U1YkK8ZQ64GUypTKkypEgtgAyEMdN1InAVCmueED4n9nRh+OCc6OG3CsV2HNQbfd/zrf/NviDEyzRO9k4ORWPjm6cSvfvFL3n71FfP1woevfs1y/gDpyk9/9mM674hToqSZNM/qx5CxtUBN1LKQ8yJ84CwWlt659dDRu6+Vm846mFaiq0m884ze8+/+9m958+YjLk8X5mkmzuLaleYFEyO73Y7jfsfj2295+3Xi4fTAV59/wqeffcz/9r//W/Y7UeN03klzK7fZC3Au6ADXuD6rnBLWOvYHozz5SK1R+Ncl443oKLVRfOs6KaeB5jYhcIIEglW+2wiGn1Impgb7eNqh04JlTgln1QMCgRdc8HgvmZLAPpUYBbu2xq06N6UUpddupTIquCZrTaUVShaqvbECX+lqa5CTs+13SuO74WsbW0tU9Ixiy7VWQhOks57r5SKSxo+PODVpuc4zKSbuDjsG77nf77C1sFyvnEsmeI8PnrSIbLq1QrmdauX14YgPgTlG0e1JSedIUF1/nu0zY8ya+XnryIgOUooRp0qachhowCpZ2XEW5zedHChYK4OM0yUKvGfleThryTVTc2GZIfiA7zyx89I/UFkVaZTKWm+UZZADS3j3HsognifjwHIVw52np0dZk1VlR5zTYTOhWHpnqMFjcdSauVzFTGvYjbw0jtP5zPLll5zOT+Ra2R/v6IYB3/UY5zCu4ugUYpa1YGtZqc45RhkUrJVFK1Hn/Uo9tvpzFZFqKVSMMzJUWJ0wzyx4vEzRGtjtRuY5cnq6kKNoS3kxCcebyhgMu2B4O52hr4RhJ3Ijxsk+pMmcyNlo3O1UszT9K9tanOd5rWY2OR35+aSfUQJKXXuJtj7jIv3B15+sknqLYf3h4GD0w0hYkKjdYvdNy8HA1988YLH802++4rgbOY4jvhsJvTTbrteZUuDl6zcYCs4U0ixCUdKs04PKVciOaiRTM+t1w3S98v7dO7787RccdwPHIXB+esfju7f8Is3cH0eOdweGvhP1yioGJgDd0Itia3D4oDQ9JzlIlfRWH6zuZMVq20dcXbNKCy6ZmiPeGj779GPOT0+cnk7UtDC7Ss0T+9FzfxR5gst05ZtvTkyXkcu5Z5rOhFAZBy885KokBSS7CV0ghF4Gr9BnZcWRqRtUtjotPD19YFkmUswECjYYvFU3OGV+aMdhXQPtoQkN1+hCFIodhhuTGcFjxa6yyGAUaum44pzSA5CiS6iXs5bD1hnJ1I1aqBqdAtV1ZWprJ0tQQLH5QsZUcN6sqpsqSLtWb4bKkpaV8dECeMptYtbjnUqKKJwkBkP1WeYcnAQvZx37/R7v5FCdp4llmbhejfSuukCtO3yQ3oQLYgoUF5mEH4aRuEhS0HysW79BKr0t6cgpUoy4aYmRT5swNqvx+/a61dTZKKkCkQi0dn9/R803GkQpcp0vYCAuM4fDga7rcRZN5LTXBEpT1YCqm7pJepdc1nmH0AXNuDWb12on5UScJvpeBuLGscdZkak+LbMo7molULUKccHx0ccfMc0L03Th8fEDYz5wsFrNdJ6aDSZLAjBdzuRcZII6aBI3lbVKaAmLNXIUtgnjNUlAILLWn2tBOxeD0Yz8cNjThSikkvnC6YPh+PIe7zydhbuxo5bCN+8+kE2BEtVgy6wyN6UROBRZEfp1xjmpzhusWEpZg8PWk3reU2jB37SD1hithv8bBwXZfObZv3+XifS7waGVR/KqN38KbCsb8vF8pesCX33zjh9/+hHTLLrk1geMcWs3vQ0IOQvLvJC10YgxooRarSTqWeGKdg1VsqlpunJ6euTFxx/hjGd6guv5xDxfOJ9O9H1gHO/W6CxwhCUMImFsvVPsWj8/cDu4J8+iZZ/tFmwNn5ILlSyuWjFiauF42GGryO6meZCAN1n6zjJ0jnHfY0yCEilpIcdJjG5igMFTqixYu8IfMpTkfMD6QCPSW/V/DWq7mJ3HXkRhNhUxMy8VYZiofzDPgkIrrRv0s2GcrdG5VQ+ND9/YWXZt2Lfn1R6NbUqtyq2vNW5FF6Djt2tTmyoZUJvylIpEJT7U68IY1qCVySv8Is5g31mftW50Pa1sWyBvWE9VSi5VZkYE71Y1T23ED+OwbsJ5mqThrpOzOSf6Tpu+CPRWVcbBqu3i5qLVKn/1T1ZMz+gNybRDPmgPwqwHVYMhzA3eJAebfcbBD8FjjByKwXmZCp8jZRF10xQTIhiZyWmg6vVZk5/FHB9EWbRmqUpq6yeVSjVF5zlQIUJD0IldYwzeasWaE7V6kf7ugj4T0YVyPjAeFLrEkGvGOsvxuCemRJxnLpczxjrG3UGSL+duYFUL9rpObBuqDp1aDBsbrNaK1eL2+2CZ23NPAoTcR/Q2d52HCp1WhNdSqVkCvsMwdI6YPX2wLEAsGePWYal1vW9bw6zBdtVr00q6UZfbNa0w03fP4KoYjbmFtn/Y68/uKbSv/aH//k5MeP67jOC01lVqzjydL/yH//S/cnfoGXrPZx+/Ah/oxlFkaKNqnxvYDYHr0wcu5wveC5Ut+BFU00eCAijvRhp0Q8eo/xiVWp6vV2kEGnj37h2hD7z59BPGUqk+0B3usdax2x/AiA9uo9HlVFa9/sZgqNSVQQA6JW1E152SuZwvpGUhzRMfvvmKy/lEuj6y6yx3n73k49cHrtOVX/9aDq85PvCjV2+4uw88nt5w/+Keu/sdNc7kJUAZKakqhXERaGrcY30PtiOVhv/bdVNkKsVANpX93UuG3YHr9br2CZzraDaqOk4Fjbd+s6wa/W1tejXJ49ZzMJLBtyEga1TBshTZjhpzQt/jnchIh5QIw26larquE2qjdcJOQiu0NbtogzqtAkCGn2rRiWgRImw4fWnQB5BRxk/eGCU5TytWDqyZdS1VVF+raM6M+/16b0ypuArDbk/cRZZ5Ybc/sCwz59OJZRHD+et0IZeOQxdYM3i7beau60QjyUJKkWVJuKTDS8asA4W56MGsB0bOeW0sYpSxpWsPY+QzP9u/rNBDzoVe/Z/HYcfp9ES+Vg53d6ScuF4vXOZIxtL3A6Va8hQJStPd7fZrgHx6eGS+TpRJ3OQylYClGkfBsr+75+7Vm1W80luDPZ8o1hCGXmEcsYi1zjPFRKkwLXGthGRwToLg0HdA5f37d8SYxAP+eEcXOpYixkF2tFhniPPE+ekD6lOoFFyh+xZlGlojk8B3d3dM08Q8z3Rd9zsBIues5BKj8zmR63Qmx4IzsMxSJT68+xY/DJh+xBsYe8tnH73gYcq8vUaWa5YxUNdjnBcnuiwVl3NuDbBxUbpvU4W9nV5Wdt5tE3rrHYFpisqI7MkPJQf9yUGhvfnt17/738CGX2lv4abGeP6nMWAKqVSeTlc+PJ54//DAqxdHmQ7sOlycqanoZGPGWWEmWAvLMpFLolDox8PG3qhIkNASr5bCOPS8fv2SPF2J05VlWcBUkQDwImZXMaLKOFSGIHx83w9ShUjrTDeWpuc398OYCqaA4tnydatZlNBva47UnOi9o4bAUxEKWx883nqs7Xnx8g6MbOz9YQADP/2LH9H1HX3f03lpgqKCbMZ4jM00o5QWuCQMaIbdytKaFYKxGCv2mCFs+Lt8r2tz27TGc4MfmtjZiv6ZrVZqwcCaG4ET06ZmnV6CoRmhGWNwvjmLObAerBet/1plRsCJh0Sb8Ky1KkK31WkrdKHvV9cqxmyfvbKWCQYUkrKwNqVZsdlatgq4U6hlgxMUOlur8U0szYVAbx1dFwTn947T0xOXktdsrs0VYETKwZWqMyYoeyquQ2k1V7wrDEOP5n16MKKVlVQNbfq63dM2FV3b1HJT3lRCRAsIJUs2b00lIxpSpVYRDaxBdJasVfsGnaTuB4WBvAwVerEg9ZeJnLKI6Blhzxit1paYGHxQn+Sk5jwV9NlaJ/05gROVgoxZA5h1reqsrWaV7ByI5wspCQrQ9b1SmP1anQcfoBa8D5Ks1ayEA5HBX/OLKkoKt5l3O0vEI3tL/OpNMmKtER/vUoSRhszmxGXCBs/oLSlXfK3sdwNzXXDTTFKYUJIcVQxQskHzwn6WU7fK4aZZ/N0qYTt/5afKDRy1/d0ff/3goLBJuD4/CPXd1gv/3dd2kXW9vsYl1wBiDakUHp5mvn77gS+++YZPPnrF2Hv6cSDGGShM05XdbsB5R9d7YvScnt7LZrmeeB06QtepV7LRjF6abilGjoc9P/vZX/Cf/+N/4OHxgcvlStcHhj4wjju6YSSWivGBzgeCESlb65ywLKpMNRedRjW6OZvYlzNgTaVayUXF8EQFuHIR/+Qi9MyXxz1zsLz9MhGMeP7iZHzfdJ8IamItL17t6buOzz97w6TN6L7rhN2Qi6pmWoqVjWidbAg5lFsJbddDWmKlkaqnCDTju2HdFKgdprNOhnPEJ0s3yWY6b/RQ9tbePHaz9gOawbwI4UnqYrOh2ooxG8XSd4M2kYWt4jtD4aQiZiMhyMCg6L5klpi5HTiqMgkkwmtV9H5AxQ5b6WwarrptoJXLXmVICYRHX1G82UrgGIZxPcRW/Sgf5BqyQCWlyL0LPjCMHeMgMiX7pwNff/UVUU1fhMEkjmwmF/zlgg8ibVIVxrpeZoE5Tyd639EFMb9Z+3g6XOWCXyuqXDK5bgNYAqPIvqv1BmKyMo2/xCRDj6WsBJVcCssscyaHblA1WM/p6cw8zyuB4XDsSKWtI4f1HcPuwHSdKdXQpyL9lhCoKhx5vV4J/YDve3zMYCNxmYVQ4Dvsqg5aqbr+CkYlLpIQElrwq8LoHIeBritcrldyWjg/Pa5Dfv3+Xqukiu+CVgsDOS7kWLXfBXXZegatN9kGGNsQW7unOYuPtcyUGK0uxHv8ukSdbRIaMMYwXy90Q89+7InXmVwN94cdSzGEp5ko/ovCGKuohLp8tRrUyEiTvIrAsDeSFhtE+zxZN2ZLyNoZvcGLP+z1g4PCmkuukUgXHWzh7BaarQbTfsrASjNco5Z8Z7npOC8F3j2c+O2X3/Jv/+pnBGcYnRUjFCP4/6O1vO13qkEO0zWKemjJ7PqjCL71ezm8Sxbnr2rExMUJnno47EnzxPtv39H1A8f7ew73Lxj3RzIWkcaSaxb6YtNQKRIYlN4lRU7FNf2ghv3q5ywqYOetI1hLNw7kZSHWzPXpxHK90HeOoXdi6Zciphh2w8D+cGB32BO6zZ+3dw6nloTC2Yeiktm+66VB2g9ysDewqGQd52fNnlpjsNF+DXIPswrrOYyasRREsGVbiHlt7svXrB7utbJCFpJCubUjISB5Fes8GnwoGX22HbVa5jnx4cMHfvvbL/nVP/2W63Xm/v6OH/3oM/7yr/6Sw2EnXtfpSuNDPfMp0n9f5QJMW7WakWkW3RasxawZfla+ifgnSzMUxeYvkwi45eqwfhD/YJ3WRj+StQ3RSSyxqJcGWO/YH/ZQC3G+AJVcm1JUJhV53p0Ve1QqPD09EZPo+ORlYrGR/f64QUQKZRXiei/F0av1sWSf9b6Xz5uTDN51YXX+K+Ui+kxNh6oUNSwSCGSeJp2BCDJ5rMHyVstIDsdMSgvTdBWmkyr7+uBWr4IlLlzfS+M6lyhJC9Lr6FUyPi6LUpGN2HaWol4gVemdwqwqOa9zN8ZZfJW+W4yRp4dvCK5S0gS2UaZVVRTDsDswTxehnFsnCqtW5FpqLaRFzaeiTMmDsI+aPYALAU9gXmZcQZI3kzAmU3tIzmBMIS5KbkDk7kmRsfOEzuCy4XQ19C4xI3NAcV5QSV5iCzwWcOJfIQme+N23Bn3bytawVk7NeKh5V8gJpBWzamb9wELhT2s014YFb/X4d7Chm4rB3H6l/e9z6Ggb0pEPniucrxMPD08sS6SMHS4IH9gaGWaarleenk6SCRSxu8tLJMeZ+XLFu47RD3IoFqjVq4GMRPUQArv9SJz3jLsd++NBdFTGHb7rRc1Vr2eThTar/k8bztr43pv8cYuOLYMVGFqyb2vF1NzkRDaivb8sE5aKMyLVm5NkCZ0P7HY77u/uSUUGxrCSlZsGbVjT/IzU8lSsMKXhLn9REXy8aubboAX5u5tmsX6C1eXNSNPY0oZ62ueSx6Xbd4WPGsK0NTjNtk5axMCyLZ8WPARzztUwL5mHhzO/+eIr/st//RWnpwv393fEaDjcvaIfRvpeDX9uEpTms12NQXwftLSn3YOb2YDvbAqDcOsbFmScGDrdrneRY1C4rTGoosyq1CKcdIk1VWPfxmzBiGRGLYWzss6MbSJzjZMnN6XpKhl1r0OzUXRitvlWC4K1rbP2Pgb12q4iRNfXToO2XTNO5wLGFoxxGFuFPVOQNVJlWKtlzVWhx1Lk+lYokbI2WUvOZAzLPEtldkM8acb0IkeShI11EaaVUfcwqQIDSY2Kqk5jV6MzAGb7HfI57Pp8rDaRZN8IG3GezlgLYdip8J3HEGgT7yJguK5cqQxNXWHm5rLWEtkGF7X3dk5IL9YJpFQ0EPsgwbAUmYbOqVIRkkGKEaeQWzLQB0PvDcFW8ncOcal/q9BHS1Ef+g1lqTdruHX72r12VoZpa666F24BnOcw0h97/Vnsoz91mvn3/j7MepgYKs7D0+nEb+siTk55ACMZknOOHBPXy5lv61eM+4PouefCHBPz5cpXX3/NcDrzWeiEVZMFN/Q6JRucZTcM9A6WH135V//6p3LY7PYc7u+w3rOUggs9QZlPwp1X2iuVuEwYWjMoSYnqW/YDqGCeaLZDzRVnpNQMPqiMRub9h/c8PT5wOT2ChXE/knKmGtFkGvsd+92BrFmgZBFa8temrmhwZmvwgsVUDWSYtZdBzpjSMOXGrHJCZ0XkQlIxpGKZ5gXrCv0ocIMLTpVfZXla7wnWiyQGjREmr7ZJhHHVlEU1OBm3LsymptpK45wzT4+PvHv3jq+//Iqvv/ya9+/P/MM//IYvvviKf/rVL/l//j/+73z62Sc8C75r8BGPCxmua/VJ0eAIaxJys/La9ZabDSOwhUBBzXqyDR22Ab5aCktKyn6Z2PWdwGVsKqNTXKQvkWWadjzs8Z2HuvUAakWCkBOYrtSCM577Fy/oug5bIcWZWrKQIZLw1tqB5ZvvsbMMvcyjXK8nlnlmvl5Zrme6ENgf7yBncjSrBIiQHwrgdGjQ4EOVpELlOWoVLaFcKrWA9w16k0Sh1sQ0LVugb72YKuyrZZqENllFa8wo9r4si8wTWIcP0qyOUb5+vZzX63FOrqEaqLmQYyI4J/DXEulCwRrD2Hc4WUQs1zPLdGVaEt0wMu72TEpl9lbmLKze+4LArcK2iipFLklAr17b+UZ6ZBUq7ATqKikj7oYyK5C9NMoleVyIMXI6nUj5S+7fvKHb7enDwHG/45M34LvIZYGpjFxj5LwsdJ1A1jKlr4NomoJliwS/WglePBuqlWlruaZF9Y/iqmVWS1oh/z/lzP6zVVJvZxW+j8L1e2cXfs+rfXfbqNuhsg1yjLtBdEVCwHvJvvthEBvAXDhfrqQqfHfsttlKlSaVcY4w9HTjQDWFaTmLcfo4yE024KyInwnuqE5SRYw+ck5Qmxdt1kTYUKtbN0zDcWXQVA4wGe6BmKRUdc6KNv7c8/go8xAxJrp+wDqP66X0j0ltGBHKX1HmQxvB996rs5cG2NqyGzmIS9aMI8shJ8ygsjYiE0JDjakSY2VZCnFOWFu47BZCEA0XqS5Uzlp7BhtveqO6tWfYCkXNs/TRP4cPpQJTE6CYmK8XLIWXd0d+8qOPeXG88P7DE32A08N7pulMijPWt3ssLKqtSG3BwChc1KoWS6Nz3oaFqj9jnq1Js2bkDQYzZpOybo3iNLuNH64lSMtEjZHhr4LAPEF7Uj6EjZCg8B2agWKEyVJrWg+gbhjE1L40RzE9LO1WZWEs1nhR2aCwLOqQtiroWqhVIUSDocNYmXFIWKyRQSeQKVunzB/Qpm4ua2Jk1oa9SqHL0PM6Pduq+aSBYS0QgaASH1IEbWZQ4qw2bxO4VQJQMQo36jOS5nzSNSfSMhHWNR1Cx25nhKFYxXsgW0tWg3swJOzqgtcqklZHOq2mQHqFQS9cekybMmnrNzQ836tHc6FCkuTGO0cJAbHKhBhnYlywqcN1A30IHA97zvOVVDPLIkN8wavjIYUlLpLxa8+wTfILI0mJM1VmKhpDquqms61/UKVvVkqWylah0h/y+mdpH/3xwMDv9BvgttKQP2+4L+2HlZHg1g1hreHu/rhuvtB1GGs53u1JaSHmwuV8ZkqZOUahutKg30rMhS54+q5nnkZiiZznieF4JPQ9rafvuw7vA84HobYqTJBiJCXx0q1VWRsN5611FQsrqr3TeO1Gg0IqMplNLmKheHdHpfDV11+wpMR1nvnoo4/o+oFiO8AyT2q3qYVlE0prmkBhv9civ2KrNFLJUNV6M6mhjEz0biZC7c+aLCkXprmwzJl5SkyTKMOG7sLhsBOLQFe1uRYRY3ovTKRSybcl7voYFRZRj+F22K7QUsteshxicZm5nJ7orOEnn3/CRy/vma4Tv/nit3x4+MD7D++ZL08s85nR70Cb4hKjtuZxqxLk/w3YKpVTrivkIgfbGrUEG1+/Js1ea5TajMA6/maWoOTMcr2SNbC2Xxp8J5Oo1pFqFKMW5ZQHJxl5LSqtcDNwJNcvmk2pitQDxjDuRlK0UiXkIk5qTiRgrLUsubHNPClJRXy9LtITaod3KSs+Xis6YyFCkMnKPMIlnQGLD7runSc36Q/bZBIEDlkPHxVzU1EoGQ7rVD4lz7LV9V4ZY+j7gaaMWFuwNoYlRpbmM67DpmszvxYN2tJIJ0njvyUiJTdDJ0sXPLvdyHS9EpeF8xzJxpLDrBByJSeRwelD0Oq5QJFgZpw4waWUuUwzfWlNe6nqpH+Z1nPNmkYHdThfNXkQmQsfBK6yriPlyrQszPOMCYHd7kDfdbzodjxeCjEvnKPQc4euI5tKKllRkkyOhdEp86wWhYcyNQShI2tQEIdC8VTx3iv8J9Ie0hvKG5b0A17/zSuFZ//9J6JMEkPkmAt9j/XS2Ik5iZlGrSLUdThwuVyVE75TlkImDCOh7xlUA78asQ1cO/JGNdqtAxcI3Y6CY46ZfuegwIdv3/H23TseHh857I8M/cDLFy/IJUKRiUpXlb3vG3cYGoZuXBD2kXE6uSy+DXKAVrwzdF3Pqzev6IeOb779mnEY2R/v6PcHfAjELE2uPM8055lapblrdcMbrDQ5q2DD1WQohpLNGkiN9ghSilRl3rgmE2yksZpxnM7v+c2vf8svfv5PvHv7jloKr16/4N/+27/h3//7f8v+IM3tohVJLeqvTFViUQN62Q6LBu1ow6FqUGpAzjrwVjOmZPJyofee44sXPD08cnaV94MlhDtevz7y4m7H0DmaD4BUatqMNJoRa0Wwwaei19Mai23+QOJSO5zlouv6F4Va2++Ty88lQ2QNCln9ggUvV9c1axnDjmG3AxvxKj9tkOYyWAqFOWWGMajukepGpUhNRQf9ZPK373swo/QjzmI7WqqytZxjPl14Ol85nb7l66/fMk8TlcLL+wMfvb7HWU+tHuEEyPo/n6/4kNnf3SkFuOI003TeysCj0m3JcmiBWQMlVei3VhvpzgV97FLBNLaREDEqJsj+6LpebF6tzE2UKp2fnES6vOpsibV2dbFLSRrku7u9HIBFkYAkzWtROQ68eHGHc1K99oNMWfteErO0TMLOQ3oHJUWuaVkreGMNxnt8cATjsL6szLLT6UQ/CiuvyUp479kNI1aVa0UdVUT8Gh21Db7mxvBKmWWesM4x3mV817EPPWPvuVxnHt59i+0Guv1RGWQwDiPZV3Ioa1JqvVU4U/qiBqk4lyVKgqqinBWzUqinRXamMDI39tIfe/2zTHa+b6r52d/zuzjuH/x9GFoi0pqRzby6ad6LPaDIO6QUoe8JXcfheGTYH2QYSimO1TTdENY/GzRlracfdnjXQbVY40g58/jwgbfffMPbd+9YXkwc9nt2g98q9paJ2hVuvoEwoDWnizHUbNZg1qZ5jZPP0g89pWR2+4PMHgwDLmhzrAqHvJSCsVtV1bDCpiG0CZxpVmiarLTTMr0FFFE7bYm6lOGdNhLhfJl5++6BX/36t7z75h05Jz48PPLixT1/+bOfMO4HgnWYm4nWoofwhut/93lvAUCKhg2qWWcdqmRrFNHQN16YZsFbumAZh8DO9YQu0HUyBFjrTcbKRsFrbyV/mO29n63LmyZ16z2sIkPte/W+qajhyhvPCUFmFMprg0FVjHqKyhUIocCDgZS9KtIWDVx6bUaow845yJlakzb563pNwjYS+GKa4436q8yhxJi5XmYeP5z46stvuZyv+OCgGMZhwLsB54Q+qZJOlJSpNkuib1jxe7kdZs3ijSYUWP2Ttr9l5sTqv7c+g3NO9JNKUYdAoWDLnrEyB+RkkIwiBlGUuvbL2lyRaSu2QskyZex9EAjXFJZ0ZbrOPJ1OHPY7hrHJnsich1NXNeuyGFLNM04nxZ0VYkpeaZ3CDjP672JbIGs5RZmlcFodFA1StVZqP6zw0Xenit3qz3Cz76kUpZvWnDFFnAN77+i8JS5XvHXrXgVEfUBEiIlz1HUl8BatOta132Ct0FmtzItWFXWFu5xKmP/QauGfNdH8h7634c9tUX3/T234MADOMsfK6ZyYYyHlSrCOw90dnUe8Xo3her0yzzJ1eL1O9P3Ayzcf0Q/a5desCuqq2ui7jlwr1yViXcduF9gPR5mkdI5gOy5PH/hP/+E/KpOikK6PXPKV38Yn7l/csz8cyLTBGF1s5hbYBq9NNJsdiUUnjtV+UqcoK2JHaL3nsx/9iHUGwNrVhAMreh2NSuZdG7CCPuxUE2ebWMxpFr5zkSlh54McTkA2ifPTEylFhnGk6wdqScx14HRZ+OXPf8U//uLX/PqXX6jnc+Hhw4njfs9hP/B/fPm/ZxhGak26iQylxBX/3tJznj9PnTCXg6ZBeSg+WigpYXKCkrGmMF2e+PLyoNWX4ad/8Rld39PvRqiZ0+mBbthp5WG0QrtlI7FuGilQnOLb64QGK+fHaqVTmsyFWYX/Gs3WgMqpJ5YUOZ/P5JjwGJqNqGtKnzmK7IKzhH7EukCuHSlGckoCzQQUBhIPAIroLc2LmDyVnOmDQpLWYpzXtTtgUtb5mEpOC19/8S2npzOPj2e+/vLM09OVmODrbyZ+8+U7/of//t/z+tWOsYqNpqhdSAV0mScZLvOO67JQaiZUj00JYw1932OsYRw7welzFjaRxHKWJVJLpetVhM5a8Yigsj8eSCmxLFEsMHNiaD4XegJXpYtba+n7jrSkdf6lqmxL0l5ZNY5u3NEZx1ffnvjy2wf+5//57/hX/+pnfPrJR2LL23vG3tOFgHcdgUzlAnOiFINxnt3+IElhYw8aQ9d3xCi+0y5ANZm05DUwXk5nrLUMw8CyiH/Gftyp+6Bfoa4lyaDi/csXnB6fmKZZgoyxygbMxGXiejrhYsEluN8NGCyDB0yi5hlw1ALztND1A8M4IvYAFestOSYd1Js0panKKrPiAljrajuK2aRaWnC4dWr7Q68/jZJa6+8Ehd876bx9w/b3v/sb1/81mmWXmlly5eHhkTGA21n6ENaSDSqxiZkZQ0qLHBxDL3+vGbJdsUdx8aq1UTXlDS2G4HsZ09ex8pxE/sKYinMGZyumJuKcSEtPitows07HxlWJUrMVY9QJToNSk0OWRlqhWIgxUZLs0lKKbCxtqIvfMZgaaRKZzfDEtqCAHlraJqvaSBTqqk4w0xg1ciCKCmUixZnotqw4UkhLWd3I9B0xptAFsHZrsteiQ17a8GrP3jwLiu1wbvdZTxGFnERzZmtOWiOyDblJlJeMoxL6TkTnQiB0nUCJzm7ZP2ZbVut7sP7ZZhX0O7e/Z6sqbr70nYW5/uJnn9EaIwJ43PZvjMBfSAMz56RGNy0zF+57Gx5rv2e7Dsni+n7AGkvJia4LNxPh0vQOYcCaRKwLKWaWaeZ8OjNNM3ntlana6pR4eIT37y8E33M8HGQQrffgrTKQhHxhqfSDSErXnMSzGLsxbEqh5LQlNXKsrkF2iYuY2nedfl8bHhSIadiP2tuRiqfWug5nYa1O48vaKFnE4VBfjNDJpHvMCUrQr/VUAg+PibfvnnDe8+bNa3VCs+tSsE7JAtBSAPm3ypaktD2V8xqs2jxQ8y1vZ1ujGDvnVuvUdsBaZ2Uo00jjW/pPBZoQpA65GSrz9YwrlWAc3e6ew67j1YsD1wRznMH1674XxKRqVVoh3/RbzNo9030g+6h8Z19WrWZX4bz/1kHhh+BRz6oJY76z2X73VTWbb4Jk1lmRyk6Vb9+9p3OV0R3Z9zJZ7H0g5cQyTwJdGDlkAYZ+0AwSStHhMyPZaKmV0nWsG16U36Tp5h3eO5ZlWjexbxCGA2MycZ6Jy0hcdLgJg3MKJZChgDEFrOKp7fDLWxONminWkXKkxOUZe6p5GxvrtCkt/YGKvIdZueZm5Wm3DdCwQpH0lQaXasghF1aVw5xIacbMcnillCiukiLyWb0lOCsBy1TG0dJ30nsoCgd4JyY1uaY1GPyO92s1cmhUkKGq9UFjnWbxCiF4a4g5EeMiTfwqGi1DF+iGXvtKIu4nTdztvZ6xhm6SkedJSwsMsJ3+W2hp//K9yYzWFAajg0GOvguU4hTyEl/fmjZabkmJpVTqMt8cMsK5F48Ai/fNvrFlb57dLrA4kVHuh04qgmVRbNLT95ZoJCDEZeF6mXh6PBFjoRTDbuihwOkcWZbCUha+ffuId55PPvmY0XfsdiMEGT6clplKoVjDbr8np8T58VEz6MowDFhrRcrdGXEMUwjUtKrQiB0ntaMPgVySqAd4ucfOOcbdDmMtS4w0wTzd8RgrU/PWWGlWo/IX1mJ8JdigP5vAiRd0P+wwbuDhCb765pFcEn/5s5/S90LMaFCft2aFxqQqLyucI1IWUrEba1dqp0Bl2zMrZmPYiaS5OMM1c6NmZiNy7NtiatU5BcqSoMZVi+h6OeGz9LgOdy8IXc/Hr1/w7cOF84cT9GIe1lZoYzwWnSAv6ornvX7PqoArkNea57SgoEEk54wNQT0x/vjrn9VT+GMvo5jBmrG1jbbCS7fbFFoGaGrlm2/fYfICyxOejwn+jq6XLntMQmPMKdF0yJ2KZtXKSrOTUjjIAaUTkxVIy4yp0vqrpsf4jtB5jvdH/vpv/hpnRG8+pwm0Oey7UaQRbnDXVUhNtQJMRU1IdKKyVjrnINt1elGklwVPbrCFMU4WqpE5A+sDTr+e9ICpGsS8V/52wwytbATntey1ilUb1VxSm1FTpCEdpwvFB0zJJFtJCYKZ2Q/w+r4DExA+2MQnHx346c8+wZrEslwIoRfMcgVaWDPIhp/qFwWvKFV0YTTj6bsB7zy2KdhWVv73MIjzV+c93TAQ+o4wKEXXOnA6fa1d/Wd6L88qzt+lvtKqhSpBkvX72hCiTj3r72iKkuaWsWSg76QJmWKUoa+iGlimaP9B4IkYZbOGLmDQCemSsd4Qug4bM9kWmQswTRa56GVuh1iOC8Zkei/S003jZ5qugDQ1vXMc9zsRtvOB8zxxnq98882XlHTlL3/6KcPgqMlzuU5gDGEUDn8/DDjjWOaZeF1EfXdJnB5PGK10skQEmkIxQOe8OP3pvjqfnlZ/ithom9Yy5ayl7SaRMwwjGJiuk/ZjiiRKVTwzjDXYKoZF1jrwQgRZLme8dxwPPT/+0YHT08JvfnXi159/wfnFjunlgfv7HUPvmSZZ813Xr+fOPF3lXhsROMQWEfCrRaaadSzdWSGiOCfQaC2FuCwrbNrWXeszrHMnSDYvUuWVEGS4bfEiZSG9RPGmGLwhLxcSjl3nCKaQlxnrenDamyiSGDQiSzVtanmDv9p8FOu1AUaMp+R41Ul+ZwWZSH8c+oc/06P59tUusP37+j0t+9JSp66w83cCw3d/P1LyPT2dGTy8GA1zjDLYVXl2IK684XYAtMpjxY7RZhvC8dX3KHoI5BJJxeKzNMO899zf34kkhqnMswxFWYtYYLYS7NnnbQdic/DSIa8GVenDrEa46DhWzNzoYb9y6vWgahIWtYK1fi0RGx203QOhUIrRELUNNtmN8kiDPizBB0roiMssXO2cATF6964y9o77uxHvDZhKLp77+x3HQ7/CSLWG9QBtD1VzmPUgXR9Ee1hKiyxFsHkZkNYAUlmD6zAMGKpUboqrNzkPcyudzW0SIQlEa1DeYJbf/S7ayvje1001Y2hN9G0tNdikrV5u/tkEArf1VXUqt31O035eg+HzJOh3r7O9S2vWZicVpGSPSameKnNgmhS2Zb+vZJOZ80yMM/N8ZZ6upKUnp4E0z1Qrwn0lacKgmbo1KvSYMvN11vV5u5+3yh7XaJlWGURppb62BqjMYkii4rww16omAS2xaj2dqhaKRi04QVhELZM3WmlY6xmHjk8/ecWvprecniaenp7wNtP7Sh8qpnbY4NY+ndFnG3NWXTIjA+NKa21PrTF7mupo1f5L1vVgSsG0LP2mAjGNpFCbZI9Wl7b1prY61VmHtwLblRQpZIIzeCcika0as8ZvyckKg+nwqbHrDMdK+5eVqO9r9VmsD0wp1rcr9A+//qRG8+8LCL+v+fysUjBtmrLdovbn9rOafGFq5Yvf/pYS7/ns9Z5lEUniWvaoYE17AzUbcZv1Ya1rtYHi4NUYgWSqwglWNmk2kSlmYp7YDSNQ2B9Hobt5TykviMvM48MHrPcY7zFeBmJkoEaqAmscTUtDpoYNxrYhn6oqj14E8WiRXhcfqg6pm9JYS+cGhcUshoalGyqOWp38jFUWkjb6SKIsmisYzaq9k6oj9AO9d6Rl4vH9OzE3SRnLgreV42iwn9xx3AX6weO9oesNbz56w360dAGc0/5MYf0MghNvNM/1oG//WgVrNyWT48KcEtE0uuVGae5Cx2effU6TWygSLTBWfaCtKF9KVrYuvrWvYOTGrYHwdr1ti5EtmCMS4jLMdDPI1DZPFb64oeKsTIbmHKl6+KVSpNGcxSypFulFOd/hQhBDGhT6qzJgVYvMIy+zYYmZlIsUP3pN0h/IHA47KiJQJwYslZIXKAXvDdZWrC103lCL7slqcdbg+h3VZRIznQVnC2+/+S3eJnoPSxYP4KfHM869w7pA34+r6nBeMsscyfGRruu4uz+sFMspnWVGJiWcKzhrCM5irFxnjsLO8d6v+7jtUVOFV58alOHEEKf5KYSuAyClshI/nFefhzjhqPROKvKPX7/i//p/+R/5n/6n/xe//OUveHz3LcQBz0SaHtmNPZ//xY9lrZQtaK8mMzUj7Ly6BbJa8c5THVsyoz8jMw5pnfkY+h6slXmSdYZo61vY1j9p8yG5UEjUCsMg/c60zBgsxXiGznHcDbx6ceTDLF4L1msqYWQosUnSOOuxBlKUSfJbk52UhGLd9UGo962SgbX/8X0M0e97/cvBR62nsGZMZvsSG6RUn9EEFeerlfMlcp0SMjRViDExXS9IxqXiWxZqkcUyL4rTG0NtnGHT3glttuohbYWml2LEO4vBkaIM3QjnWKcKgYzB+E44a0oHhJYE62i/s3qoFHWWsquuSjFy8FTQJlWilsSLly/wzgNOxPvQwR4aoVJKQKv4YQXRprfiaAYozVPgFOvCtvh12rVqQzDVCk7YL/14wKWITUkcsgBvR+7uCsvrjHXanPaV4/09Xb9TVyo9dE1VITrNiqocsutm0r+SxEt5u1hCbRrxhdX4xVqclE74oRPZ6GVeoRSrTcfmBSHLymylfFtn2x8ItGXWrPzZkrQtG9OnqJlZ6/14lbC2aLWgzbucFuGat2tomb+RrFnE4bTnYSwhCEvO6uFmlZGGaZPL7X4l7QvpmqYQowT30AUhoGngagmPswanPa+UCjktlKQzPD7QkRnIjD6w8x6HJc2R0+OJZCCVzNNlRuRYhO1irWPse1pEd86I5tLYYTq/sVbWxFCC86RGVynJ4JlVpVv4TrpXmx4VXM5P1ApRfRK8dwxBrGXnKo6HKUolhFKzWwLgrZwPrg/89C8+Zeghzme6IPvPa5VZ9f2NtevBnqZFAqrbDsgGN6+fqzalXAnKjanmuyBEFK2QW2HPzWdttGZjLDih1Br1QGgNbO+sHvRCrTbWsBt23B8rS4b52zNE2b+xysDtouKTXqV7VtdCPR/aoFqMSWjMRhhh1VmSnmHrefHDCoU/z0/h+/7u+2CkFgWeVQe1FTp1/dpW9SukYgyna+RyTZRqSamyLInr+SSsIJnTwBpLQqcAl5mdG9dJWzlU0I58VScugZysvkdcFkz1GCrRVJyxeC8MgxiT3NwKJvTrSliPp6qsxCIYolU7E2v9WubJ527m5tKwWuaJeb5wd39P0/Rv8su3sFSDppwLoJG/WE817tmKLBj14fUtPaWu99WssiHOBmxwhLFgU8SmSFNzuzv2a18j5kWlQRLDuKMb9lQCtVUt5gaXp5WtW9WgsYLV7D5rxRMCcYmi8FmqPEOjk+vWMAw9yzITa8UUkaq2LSDYLbg3uFBw62dAjPxZVBmV5zu3BZIGva3QXyliXp+LwDENPsgiFZGLTFzPlytB5a+drTSdBxmSFL9wo30i33VyP60w26xr9qao01jrZWTNRJviaWWJE9Y6ur6TAcFaKTHq5peExjtL8E4mwkukpEit0DtDR2Igs/cjuy4QjCPOkafHEyZ4lpR49+6BXCBlOJ+uWGM57g8cDnvGccAFWUdx12FNxQSn+81QNLiVWrlO83qfOid6WK4drkAxSGJyM3h5Pp3FvnVJ7Hd7hv2eIQQwSDUZEzEnjN96FnIWG6TFYOg6z89++jlvXh35p3/6ObUkjFUb2l5lH4yykKoI96WU1mpgxSlulUM1YW0BsKxzBkal2xdJHgwKq92KzMnarMVgnCRqxopPR/Plbs9NJMFbEmDZjx3iLBh492ESR0ZrVrvUZZkBlai3dhNw1ODSYHSxEa0aHKWqnlZ0xqzn4A95/YtUCiuk9D3X0DK8zUjiOZRkdWOZRcS4pmskRZl8/Pab93Sd5+5uR6+ThW8/PFGy/J7gLc4ONzgcmhKaFfN21qotJkqxlEUjC1g0VlYcFKtZiteDxOD7XiI0id2uV6qoDsYovppSZnfYr5IUorvuOBz2TM5QqzTJl2URfJemG1OUfpbXIFHbEB+iIkuphM4rLa2u0T+VtjhvqXgoDCNyFpRKNRbrOzrv140ADbsXaiNUMTMKgVw3eQpzA92t+UrdhtCaJEdTVy3o4JYz9EFolzKp6mi+1Y3FNKdELhVjgyYXVafzWjAWGKMFhNuslfaJG6ZrFHvVC20uVo3NUWsWxVmDZF+2mbxr3VUL3gm33iAqu80MnSrPuWW+IQTJ1FLRQS2h0WIsOUvQlo15Q43UAbjdfpRry8KuwVgu10l+cxX/ZYNhTomqCr/9OGAN3L+4Iy6ReZo5PV2ISyTFibEL7D96zX5/oB9Gjnf3Uq14y3mZOV0mvvr6G65TZJoT334jFNohWPo+0AXPixcDL14c+OnPPufFywO73YDvZIo2OLv6b5eUiXEhzoklLjhjGMdBD0LDklQ5tULfidfJ+cMTcZqlgWsM15qxNWK9BavVgDGUGNe11qxdaynkHJljYX/oGccALOQcKSUy9EHsZo3IX/RdJ/MTVfbJPC9crzP7w56u79kfR6n46zacZnVOw1qnkjUicdPgoNPTk2iXKWXWWsMSC808qRSVue8HnOtwLvD0dGZZllUM0FpLLlEmnq8PeL/j9csjx907Yl64pgvOyOyFC06o9aloYNyo1s25zxhD9bLu53mmlqrsqE1vq+vCv8ycwp//aiX+lgkLtx/9b7g9bSzSDColc75cSPkFxliWlCX7z22C14ByqZd5lowvZOne669sMrK3EFY7UNap37pN/xkjE4Ui0+tUlzKtn8E5CRClFKzzwgYCpDlbRdrabJ91M3vZytsQtoNvjZvtIGSTlnmmF2RATH4aANe4+hoY9OE//336FT1ERZ/J6U/fBE7FLKWZKz8lxCh1cHt2+G7PbX2zm+y7JU+t11Cpm1aMM5hi1x8HNupgbf7FTem1rv2Zbe3cBAlzcy3bh94CmLmZdDbt3uihvPad5Pul5/O8Gm6BxVrw2RO6TuFCMaZZk0SlHzeIaJXOMBbMVkfJOtPb1copfUwyX6OQkxo7GSM8/g0ek6ojhICplXE3rkNUxliWJTJdZoKXKmLc7en6gX4YxWjGO66rkYx4g+RUWGIiJ6EmX6cF7ywxzqRUuLvbE4L0KwQKUXquXrdzlpKd6ECZuspZ6yaiNWPJRnSGMMKCUxmGkrMOxwk0a4xTVuDzftDKrNHKsKjkhA+O3X4kp0AuUcYwbjw7nHXiiK6/q5n2zEsE60Qwku14aJXCGvSMWZ+5c45SRM21Five1rZQTfMNoWHjK2rinYO+53S6kIskjM6A8yq/UmXo0bmEsxXvwTskIDq51945iq2SdDy7H1uPt1UiVpOWbUp8u4nf1xP+fa//Zh7N3204r9leff7z3/e7tqagHnhGWChLXPjlP/6Kn33+EX2/oyxPOCsSstNFfIWdqdScWK4XpusVay2Hw51oq6wwAbLoWslXBb83q5pkgpR1+ESaYN55+n4UrZXpAdUFoB96zS4EP6xYlaCWg8H34fnwTBVBLagMfaeNPUenGjbboaxKm6WKcQ7tcJNGucQ2I2V/ES9fGjRdVUAMVnbUdx+/vdGTF+XUvAZI2OwPWwP5OeXzBjYzBoNDmvbaGL6BY0Dh1Yad32gtiS6+zG/IAWpWvZ1lWeTgwWGq0WDCGoDMekDesLX0L5v+kjzbFjy+06tCtXWq+DajB5gY2gvls+HPVYeoME1uwuO7TgTX4iKNPmNE3jqj8yb7LWvT95RL0aQjyzxN47XXKmY23gf2+wPzkkip0Hc73eReM2CZs7HW4vuO4CWD9U5kmilVs9rKw4cHGRIEumGHD4Fxd2B3ODDuR+Z//EeWUnjx6hXDlBjnSCoPzEsmRohz4rpk3v/6zPsPC7VEudACVd3jui5gqvTOvHPYHryXKsMYw/V6Wc2Lkkpep5Qhg8sOl6W/lEumpkw0Bev2OO8E9isVciW4AWPEUbAdcn0/ULR/GBVyk0l7kQpJaYEqFrVWg2jNVXsUzSjI8Hg6468zxnmlPAvcIhIlHdZknCsQAjUXqSqrVHRTjNRoSEZoo61pboxFVeul0skZ7wLDYeT9hwdKyVwuZ4bdSL/rVT8rUfJMWSDmjHeJLhTKaSGpOrLtdlgsxvtVKsYpfn6r2uq8F8c7HTyswHWatGrp18G3H/L6k4LC97GNvhsY4OawXzPc77+Y5z/7nUaIEZu667zg+4Hj/Qvi9J5aEsvchr+MLNhaybmyTFeCD/SvewqGmAV2kmjfdIEEa6wFoZ1RcUb0huKy8M3XX69Y4sv7l1jrpBFoPcZ5yTLQrB1kEWvF0dRJa0WEvgCnbl5rE9Z5Uc30nmrtTYbpRM3QVrxpvG70cNNqx97wpKtmvrWq8J0GvNJkJbaM3ugCQieJV2hmvfG3lYA+N/3dtWH0xuC8XQ/NZ/TOZ4d0Cwx1e69WiSGN0tTw/FUXaqtm1ky/VQGtmmwVAy11MDdfb30q1h/4XfqpVCG2tsrObN9lFL+++TzLIr2VrLr9BosLAgtJ81Oap07hw9vnIsbuaKUl6pat6Ku67o0VWXZSYjELOTVlXdsi/arbYzQANy195x0pDRK8StWDscpBUkREbRj3dF3P8V6GpHwX2N/dkYC760zlxLJkjscjuwy5OC6nK9N1YrkmUsx8+DBxvUTikkhRhR+rw1uprpKyh5a4EDqPc1b9tOuaNDXf6ev5ynKeWaaFlMSTIl3FW92Gjt1+5OWrFyzzzFKiuo4J7BpzohZVkEUCdTs3rAuAhypqB61nI9PYm/aPc4HOiKd0E5BrUuHWOpmf0ZkZEShUVQEjiYsLCZ8z3nc0+W7b2IdOnA5X18u1gJU13veBXEYdWGQN3AJHioKAdZUuGDpvcKaQq1KGU9F11PbIWjw+S9yssu9apQB1ZSa1AbYf+vqTTXb+WGD4ff/9fV9//jUtiVoNhiXXyrwkfOjZHe54fNuRlqzG7n6N0K2RFOeZ1C2E0AmWazK5CH2rlryeW06bgyVbTSilvI0x8uVvvyRqY2/5ZGYYRsZhxHaSVUpGqzi/XqpknhWM9CqKSiRjhG9NDYpFL7IYNZILdCFBwzhProsekCrR0d4AOWSNaTIFgJbmwqJBDymgymfawrL8W1bDHVPLZsJxGzXkgvSp3NAzs3hNixyIHIj55uCt6wG+nngrKLaCNir5KwiAwZht4G3lT7eqRasBCVztM/AMDrzhIsk73EBcG6+tBcUVi5P1VVsF0dahwTS6VNHrNbAk6fuUKnTF4NXZzjq1ZZX7KZr+aOamFMaigiNOKrtcK+7meht9VnSmMtSIUMvbfQVsEWxeq56W2HRdkEZz7tegMB52gGGKUYUUK+P+QN+PHF++XKvW8XAgA3fXhes1grmw3+8Rkb0Obx3OGE4fTpRceXqcn/X0vJdDrDVNUZ+PGCMFMQmyQUQAc8qa7AhUtcyRPEUMlpIr1zlyXSbmuOD6noLn4093SEtPZVCQ6ltmlLJ6KghWXpQZ5oPX1eBUDVih5dx8R4TK6bwXaRsM07JgjMWHXntp4skggUKUa1kd2IzMMDlP9h6vtqCyP4v2oXTd2lZpt21UKTXT9R0VuFwm/bLsL3kqWavYSvCGLoi8zuq+lkWZttbCSrBo1WjdKvo2CCtHwZakbzD2v1ClsH3W72Eafc/3m3U3P//6dwPLCjUhGZmtwiQvFWKBORWmJWF9jy1ZnMAqa+OJCg4ZCFnmK+/fvcWFHhc62Th1O0ClrFShuJKV0FmZLonrdea3X3y5Dua8D73I2B6P+GHEdwNoI3EYd3rw2LU6wBjRNiqFFBec96tInzWGfhylIaX8YYwhFj3Bc8EYafJiREY5l0w/DFQgTZO8h6pLyqGa1W9NvILlXK0rDMQaZCspJvW4lQzUaxPT0A5hZWq13kQta4NWpfdIy0zTj2pEAkMLLhrO9ZCvGoQaVCVwlQRTZ41+AvH4zUV9M/SeSAUhA4CNjSbBEnmf1r9Yq5PtMG0Bcw2na7DYPs8Wals2V7fPpD/TdT3FizR0qZVJq1NjDF0/Ksc+6rCVyl8jccU1KqIxa1UqbyD6I1Wf7ZKiQmplleCWJrYMXu2PR0Lfsd/tWOLCPF+Yl4VFYa2qzc3zPGGMYTyMUsEW2B3vCaEjW0MqiZQz3TBwsFKBf/jwSMqR3dATnKPvOvbhjvkwYNPMNM0s09QWNgWIuXBdFsIgXiKdTtQWijgNMmOdI/Qd4y5QliyCgEtmyhCNBJjTeeY//ed/4vG8cLkmPvvxmU8/fcPh/hOGPtDvAufH9zhTeDEepeqM0uOR6feR8/lMjAvzJN7XzhkJ4qWyTBM5Zi1ApVcz7va6EwznSSTpx90BH8RQy+iZUHLC+IwpYdUoowLeYotndxDBv3maVIk1IlqXMgCLYvtW703OWZu8htPprOcR7HY7cJYPTyfIhRojg7fkoeflveESLZfkWIoYF+WchdllzertkG/mFFqdnFJWYzCRx/k+JOePvf5sSupG6/uDP6Ww0HZRv7+i2AIDegbkCjFXlpRZUl4xwOrcVpbTfqSJjVWenh4VP3ernwKgHrv2ZpijMVrqmjHknDUbRZlEUiKTEtVGOvWitSq30A6p9b7QssWMqXbNSStGmonVsDU+YTuH29yFaKQLLTZiXVhpkkUHmlz7Hap90q63ZcPr2XabT7fD8iaTsS0zr0rjbZARG7yTc8HavDb1YXu/qjd/qxQa1tOmW9vXBU6wpsE1TRivwUrfXV+avW//dXuKr0HitrGtjYWbV33+75X1c908KQlsaz1eEe0mVE6kmbpIOd8gOgNb/6MlNO1XtDBcN8BLvqfBTEpZLgZjBIpchc+UzWNAewojvgjDxSrNWYgL4t5XteIrmkV2XbcqeQiNF2JOpCIeEG0q2nut/KyEe2syloi3hephN3ioibTIPak0VqClVGHJuVW7STFurVxLkkPPGpWssDqr4Z0cmrmQa+XpsvB4WjhdEt37C6E/8+HhyqtXe/pRFI1RltY6NV6b5edWWGatQM1NspBzkUCbspAbXBPT1GLQGPVoyLgqqscNh69FDl7rLCW3lKqu32O8k4FHve/NX0MKBbdm822IDa0mpYG96Xd51fOyDR4uIvGSOkPwCZ/tapbUHO5sEa8POWN0Fd8kMlsStJ6kz77nv3ml0A7Stkm++ybfF4VW6RizPbDfX1lACwxyWMpBdYqFp8vCaZrpQ4/MBESW65maEqM2uIyFvg84a/jiV7/k6XThw+MTn33+Iw6HA3f3LxiGgaBCdAKjWz0EYVA9mGEYBWqSD7ji3ssyY3Jmf7zDGGVeVDQzq+08XSukWm5oapJCU6NGdd9ML+o6zNQouilFPrx/z/ly5nq98sknnzKOI4fDgev1wjRPMqmsQ0yNEou+rxxWcLNWMEh2Lp2wJqKljCCjxudVDEFk1lcG8XISdy5nrGK8KvKOyvBWlDetMJL1lJLJRTJo681azq9rpt121Y4uNWOKGuVoxiMyzVtIa25x7VWUutsCXEsGVowJ/f0K7axUVW7W2HaO0w7uhsmCblr9Ws4CkVyvV0rOBN3gIXS0Kex2aMgzzBhT6FQxVBKRTlhtzmNMFumQXBGHNvn9Kc7M0wVrDF0ILJPIivggtFjvLFFhk6i6O03S2mj1IJ7KlZiiaIRVs0J08zyRVTMseMt+6CFHalxI6UyOlZoqx53DWUdcKsYIxDWMI9ZZMpKg1Toz9gPOKBPHiFfB49MTznm60LMbpJoOXSCXXgx2bMbMiaUapmQ4z/DlNxdi9vz8H7/E9z/hxat7MgK3nk5nci6ULId9DtLAtdbRhV7FMeEWOsmpYBBPBW8czhqxQwWRq7CWEhPvP3xgvz+wPxxUBcCsCq7GizdFzUYCnTXY4KXqNQasJReZds6ltjlGrKouO/XCkGuSwDCOPaiERfBCae3cJHL5FQ7jgA+Fbz9MzKaI8V2qNAXn1ovamOG3u0IkMdqMQuup/KkBAf4Zdpy38NEfe8M/9PfPWUmshzSwbvzLNPN0vtIdHK7r8Gak5kQ24DQDqBTiMlNyZtcHpiuU5cr54R01zQx9h7PClGhZj1cmR8kSjYPv+PFPfsI3X3/Nw/t3pMOeigzFVOvAiql2Sol5nsXPdmW5KD8e6eE6Z7EaHFrFlFPUoS6nssGsD1gyH4v1cDwehd2h08wpJaZpEnvN7a5u2b/+X9ESa4Xu0DzesB7iLbNfoR2zHZAyTL49D28tNnhpLBqgZhxWhvp0EfZd0OEv8fu1xor+f3sqOVFs6wNs7V+jEF1tVUDdBs5uK4x2T9f11iqLZ/fhpgK4yaDq6kJ409gzknFT63o/brP8duNaEHPWrrDT5h3XqigkILTKSH+3VZ0tsd6UA9YYWStCZ1WGWwiUbIgx68Srp6g8fC2ZFGd9vx5joAvam1KTn2cVVm0sN/lo0lNzVETm3RlLXCDVwjRdsKayG3qupycoWaaYDRhb2e87xjFwPI68uNvTd5ahF3/nWITZUyrCiUcSGqmkCsF6aXpWGda0yogx1uK7wFJOdEPP5z/6hGrec5k+kGJhniLXy5l5EkvNru9BIUiriUJK0quYp4mu7/F9R04jKYkfRTMn2h8O6wGaciZXCFkmfruhZxgHjF04n080QUfb5i9qFVmTVrFpAKiaiNibgUTjrCis6r3LKn9SDdS8raV2toUukKsoA4vsuCQfNWcWlQ/xpjIEw7QUbM0EJ7NQVv0Stkr/tjLWNY1ZewctQW2vW1OgP/b6swTxbvsC7fU7DeR18/ywCPXd623bvKxB4cKr470oDbqeHCcMWahsVdhHKYlwVt/3BAvkhenyhKmZ+PIFwTtS6LA+qvdu0HJUaJXeBz7++BNOT0+8e6uDZAaRw7VK6azCr47Lgu+M8qK3uN2QDLd2/gumqI6J4pNNRx5jsAg9VlQQjdDjdru1BG33Osaosr9mfZ+WBTeqnfTM27WsJ50ubquNMNbn0mYoKHJki46/PrciMiHOSaZlxFoL4yXg5Sz9DFF0zNS8rYngPU3OotbWI9p6HaYFUNN6CxLUTbVbCWyefYpn6+O2NJYvrEo7K4zQkota28zF8+DSqpv2Gxv61L6ymrEAm6aW0Ub5dv+aZwb6u1ehwyqBRQKCSG+j19agIO8D6WYDNwP3WrIE2ZSARdRQ1Se6qF9xSY1YwJofpDZgBys0Wq0Y0zvf2CmFFGecNQxDx/QkTKq2PiziU+6cI/Se/UGqaxHdM6vSZq2wpLjCd1kd5nyjROs+oVa6rscFRyiBh9NEGAIff/Sap9PC23dPXC+JGDPL9UKcJ1KMdD5Qi6WmvMKcbcI5xih73Hu6roNamaeJYNUwK3QK4RaRlG4TzSHgu45hEGrr6fRBqn5rxUZV174QV1QCRyvsrHtNxPKcqhzLPIpZBS8LTfJe9rfd9qsB3wVKzOSUhFJrJBFoPQAQiLUPluAyzhSkTeHw3cC8RJYY11Xa9tuapJtNwWCDSXn+PT/g9SfBR7dVwW1w+N7Xdlb+zsW11+8ykVQAsFa8C8hUaOLnv/xHlunEx/+3/wPdviOEgRwnsi0MXceyLFynCee0FzCdcWVh3zv2u56uD8zXM945uqEnLpbsCikr3VAPOeMsx7t7fvqXf8mr1y+higRup7r+1nqFzRu+KQBuC0y1iNRwyVnpaRVywtiyLhJqIZe02YsW1qy1OW513tPd3XP/4oUYeJcsw3lqdmJMUU59IS6RBRHqkgxNDiJ3S1HTB2KNNCHb42my1itFzzpqTUieuR20NSetiKBkS40wTROXy4Xf/Po3OtfheP3qlYjd1QH0uBepCqRkVz14mdauN+tBgtDGHGrXq5Blkel2aGvqhnBa5dCu7T+sUCct2yBe65fUFiVQuqc12ueRSWyj0IsMVYm5TFFjIUoRqrCDlBe5/loVS9Z2S1UulmbKpVSsKuOKVtKmjmuMYPMxC8Va5ucrnQ8YAtbAtIi/r1PPj77vtAcjHyznxLzM1NzkDdSy1FQoFeM8rneitxWzDKKZHlfu2Hcd025Hna6UFNkNHdb6tZIVy9iA72TgsiySidtSRaqkikZWynrILWJ8FdQ72Qe7PqBUMiEEumHgeFzwrsObHkPmMBj+8Zdf4V2BdGI5feD8YeTFiz0Vw2WZwMt1HQ/ytVzEN3leJLjdUuClqpC95YBqhPqbtKdinWUYhbxxPp+Iy8z7ZYYqcxAitzIR44wf+3UgzMqS1cFaRw09sRP3waJngkWUAxpE5Z2iEaVKL8AIkygjECsJnJWga0xHzBFT4dWLA8VMLOXKclqUodbJexiRUammwZSyz0Wrq9xUwA1W3dCcf6FKwaz/uz6G26rhWQon3yX4VtMJuYEBan3+s9tvFHxaD1HrHI+nC199a3l4PNG5PbtO+MW4QFKxvGVZ6DsPDW/3MmgzDOLh3DI+8cxtmZ7y7832fs4HdntRh0wprmV+G/4qOjy1dvwN6/XLg9GH02CLW2hEPzdGM1OzYeUrLVf7FNayYunGiHyyUFUb1FQxpWwDelUPg5Y5mo25v2a8N09GLq815poRPTdQzAa6NwcnY+X3WOD0+Mjj4yPv335L8J7gA8FZxnHEWRFVkzF8yZBZoZuNsvqsB1C3dWXatbe/NzcJRPta3a6/6AwKBgmyxmBs1W+7+eQaSDU1v7kevc+qnis3eZsOXDnx1mjlcwsZtiRp2x/islZJc6TaqvIircpr64etqmgwnv4Oa2SI0kZVSs2C6zeMuEFZRe9RjIvOoIS1KS2zJUI/ru0ZImtqGAYcFm8c435HWuaVzGCNeJBIz0SCkfOGkqNUcrcTvMaqQ6ElLWInWm2Rf5wwCKli7GOMVJV910E1pFi4OwzEl3uW6x3GFMbeQUnM1zNxDBLgalmfrzRvzTqLsC4FzeCtaIk/e7arVDeyzud5pqgCbgiBpKY5yzRBKQRnZNAwZ0pMIrV98/zbFLQ1YhK0+jIrFNn2SjsLm11tqRVXK65anfeR5Mh7HbTDkaokBt4a+mAZe489z5Cld4HOu1gnn6ly06tdn8nzSrm9NLb9oNcPDworrc6spbjOjsnGaLt6Bcrb5r+5QzzHuZ6/trK3cegFC+15+3Dh8WniH375G3L8iFfHH+P8gKmV08N7puuF0/kk2ifeM+x2pFIZ58jx7l6mUaNcTYyR0GumnIuwNG4WTzWGw+GO/eEIynAShoNsBZGmbuWjNkadcK+bfEDNReSe16qiPbStYigaMJ11Ko7bDrHm1OaoRSluiD+1zXWFW9oCKEXMwGmHaEUOohvoZYNs2oG7Zeki1LdQnZO/MzdQjWYd0kitUIUR4Z3ji1/9E+/evuX927ciNR4C09MDh+MBZ35CP/Z0XSfvo+qh1lhRFW1Cbxost3Nes2y9H5tURvsftgVfhZKLNvO3qkMPBjQYKS5U9YAvurlsO9yMMs/ausuZWg2+Voqx1JL0jZsFo8HYwDpf0WCydk+BrpOJ1fPpijEO6zLGZmUFbYdq5wM1pfXDSa8HjHd0vmdxMtGcUyTOhqtzpNSydKU+Gsv1fCHFhd040HedurdJIzo4aYgmhcOctYx3d+Qxk/aJx6cnpvOZ5XwWa1Qy9+NB5xAqXWfw3rLMZ5wP9P1OlTqNVLVdx34YyEtiSkI9lukAKE7qzTlGHbCD/X7HMAiJob7aMfSVzz87UHIizROWyOnhHcGod4GDpF7l434vAVaH2Iz+bgx0fSdBVlV5W/rqvBdrXqQHMl2n9X4fdiPzbJmnynQ5kWZP7yVIm1JYLheMMdrolwohZhGew4APjkrHPE9ULN5LVVpoiYRWLajCLeANeBMoasjjgsNWK2cIkuilXBg7z8uD5dsPF+ZSmKczxgUx4Gq2wwHispBjklhoDc44UpX5mpaMbmfuD4sKPzgoeOeFLdPKE/39rVxeo0a1mmy2r1es3aCjBkOVUri9yHbdjfNeVP7aukq1kGvmV198Td8F/uovfkyNUBOCy/mOcdwT+hHfj4TxyDHIn8O4lw7qvGCsSECLZoxUGUYfoPNCJ6t5Gx2XqepK1ClmQBUZRd+/zSgIO0Iiv3w+pxmDuamcWsIiWaOmpkpLkwfaeg5ag2j5ZzUzYWU9iCG9TK56p5PRxq4TmfJc2v+uD2r9U5q7VTNiHQAypsX77fvb4V2EjSTVYMLUxBgc+94TO8eL+yOHw57rdcKWxHR+wjmldeJ1PWwNYjmAq/Ra9ArFaMU+W8CrUEXd/kQrA8n2WvarGq6toqis2d3zjVCVrSPP1eg/rbJbq0mQgGCl7G/Qz/YbW5Brg+HSzzJ6b7WGkEnYZhTU1r+mbEVhKkMVjf6S0JNiqwYMwk2nbjMMVVdH2XoRw9BTvMpOWJF3t6qdZHTArarEcsGwZK2Egme4O1AtpHkiLTJ7IfCYBOfzZdKqw4qfeBDCBdZJBW2twCOleZEbahXoLfTiaV5TJKegjWfBxPf7geANu11HnAWuOT8J1ZZamS4XQhd0ME+SpelyIefC9ToTug7vPX3fI81uYQiJfM1NpaBrQmYYbjyOjWgQ1eIhB07XJ+J0ZbmeGcdRnd9kv7HqmUm1gK6TjSosCVlO0uNcmXm5qLLBlh4b7SMsRVROkw7kOe+p8yJ6VHOCaumcxdeMq1mUebXomZtVq7U6l9DUGqRUXmEkK7hLS9Z/IHr0w4NCG9IR3vBa6MvFGMMta8W07O/m728bp89ft6DG9ueaPRujsEnhm3cfeP3ynpglwxVjJ4fzgWGE0PW40OP7Ed8b+j1Ck6SS66Yz5Jxfy75SWsaq8wzOqiCeSE8In3mDC2xuh9qmn1O0olibkVZoniuf2KxAjsqu68GlH9m0CkvVW9tUt1kloNmCRKtqqjS2nB4CzcfZu9bkXavmm39Bo4uWlnotbtWYv30uRq+/QS5QbdbsPNMHxxg8k7ccdz0v7/Z8mwRrT8tEySOrjIWWro1xtWb0q41lFTVYDRt6zm6VzlpF6aGtkEKbezBGsrCmNAtIf8BsH8rovTcNT2GT2JD3l6GxtcY27UCw+txuYK92QhiD9XJ4NqnlFhDQQSvn/Eq3FZ0lQ85bUKgVsW5M4vdddXBFpBDk+3XQWuS9nQwd5rrJtnQhUKxd50j0TrP2lFoj0+gQYm29Hk83jpScmbqASdKfyCtNWHxFUskK1xr6Iv0nyWm0yVrbrIUc3iYXshWChrGN6SbwV5tKDr2YOfVDYL5Y5tmyLPOq4RXjrNDcuO6fZVlIKTPPE82jYAiiW7XkqGvarEvdGNG5Klol3kKBBmnAF2Uh1iKKCKd5hlLovVMvEwnAUu22oCD9J1kCrXcnxIJggvbmlEqa8yYpo9fkjMOYrNVyXhWDKwK1p5io1gudVmX5GyXDGGTCm4JRkT7xitf9Yr5D7jFtz/GDXz+8UvCOGmUy0im+bjSjr0U2m1Qs3z3kZdM39gTIzWtTebffc/NJEOxVsTwnDbR37x94PF2o1pIUqunDwP7QcTwc9CC0uLATgSjvVZe8kIZmYwk+DDhnxSREWR7zJLjqOI40tbn1EA5hDXOuGahYu25WGUGv2uDUn8ESU2RefVYtTj+/0SYrRiay680hY1p1YMzqQifn+vPAWmlVSWO0KN57O7GdkrKRCgbpScghLIfPKuSl975lUYDSMBv0pOBZRdghy8TQO9Ku48FVSpXs8u5+j3WeMAw4D6VGKgHUzOWWX90grOdA13YfWoBQUGk9dIuKGNaSRbveSI9DFECM+ORqM9Q4y+1UZy06ZmFR/SZAPRNqFQVcifPbdVnnqcVQatLqVie0qaLb4walLTo9dBDlTG8Yj4HGTmkHqHVO+kC5Mi0z1CyMRlsVXpLNn3LFeoP3nYju6XruhxFjLefzWeABY1bl3tPTiWEcNyvLWolxQfv66noGnTZurbEcD0fG0LELgaeHD1wvJ5Fmt7JOO+fFTcN7FVvzIjeOGLtUV7FBoBWM4eHDAyF4+qEn6xoLXb+uSas9lOvlwjgOHPZ7IYvMMyVXoXRmIVYsufJ0vnA83jEMA+ezeFPLkJ6cIYfDQZRPn5Y14YqxZfEOp4N63TCIfM2yUHTdFZ2ArkY8E0ouPDw8iAiitdzd3+Gtk4pQ5w9M/f/T9qddliTHlSB4RVXN7C3uHltGLkCCIEGiClVs9teeOfOhf3xvX+bUmT7TVWQVSRRQADITmZGxuPtbzHSR+XBF1MwTIBGYU/3AYGZ6+HvPTE1VlitXrjTTUyt21ggXNiu4b89Sc0TEArOQbDxoaxiHAV7v8jpnCLAAzWTeAex2E7IknC8GVTarJ6miLJzkGG1NVVnU713OTtToyMzHvT6+pmBzVIOsBbLmxjs4/qurp95Gp5sL+7hOaPQoXO0zVTjGcF4y5iUzRQwRuRTs9wmHmzssi7EBNCAgIoSBHxMUsXoQyChu1cvhVTqnelKX3BGLDmHaMZvmJ0/HFFbQDV1qGuJSvbY5zHwwioxbV8n/8+5mxZPrETPINuZsg5n3BcI2siXEQ6PEfzeIw9evPx++V8WE2xS9Q/nJd9C68Z7g2L7SibWGYYgYp2TChIwQh2E045Gs2Lr5rL5B17X5wRbp6+oBhW7/2qAjhqP+Z9PU1tT0oXzfrJ/jjqHTh4XzMPpM7WYSGJvsb6V2Sr9+jnAMUBiLyrj5CDYH3Bru1B1BXLMfzzwkJoQK1GDEhEqFT/TAIvS79/ndXXVXKM3COkrr+9kb7XyqWKvrICmt26FLBCMD1KAvFomREmR/QM4LFAqxGlIIQExW50mB6gAxQUJa6Zi9ziJY55fzj08FW+mw2nW/KOuxBpAinBfRqkAlYLDmwxgHOAc/pgSUZgaZz6kUQlUxkGXUDTGMhebsHDvH/Y9vxiAQ9e+uSMOIWhvOlwvSMGCaGoaRI3jVzpnCis5tU8xWznPmiN7ShRL7Huob1c6gn69+xvl3IQjGkXNMsgbsdxMKCsJs4jaGAjiNxAO2da/DUAMnUfRD9+So/Wuvj3cKJqSW0jpJilCbIEKoYNipMet9w4xbtYEV/xI9akt1ZbpoabtWGvEQcZ0LTucFHx7PuJ0EQxzx+PiAw23E7fNP8Pj4iCVnLKVBkgBhwDCMSAAW7gprvGH1P8ZEip9ULJmNZU1hg1fiuuE3N+OGzGERARBMNz8kRk8NlfSzwAEzMMpk1UIIoXesMc1f79deYgV8XTPPP6zH8BebWtRrNr8ZfATAuOV8bymLdVavxnIpVJ/kGD+xiNUkKNxxq1gbQOtFz1oWTNOA1naY9gM7l6VhGIkzD9MIGYfe5MYrFXueK/8/BNls1NC3uY8c7NfACzEDzkhSW+2CeX4gG9SUTG1dIIByRkGIEWlMVvvhTARCYWSaMAWXDkv0qW/aoKZOolUAVGhxFU42U7XoxsI56tbctBmd2lQRJSINO6gupqZKWmHLFwwRGAKQBq6/G0wV4QwFM7jX69V6cqoZ9oBpR+XO6+UCKIuPg5Bx17qhBjvTwTqK62VF4WCgKbHjN40DTg/3ABQhUXY5pdQVACQQrpXo8x82mVAkUy/aIJl5XhBiwM10SwNlgn40JyQI1NqQS0FVxTCNqCWglYqUKEE/7Fi3qLVhGncooaIWl6yOeHx4MBmLgVlA5TjPlASSNs+xWuPZRvYmAHz2AHb7A2JMuLnOOJ/OePfuPZYl4+bmBjd3d1AF1932T4wJlVOv2EkOoEgwWRzgeDyyqz8ETvG17N6DwFZp2xwRcUZajIK7u1vkCixV8axGSMr47nSPRRtp71VMwmckrGTnuvfRRCIG3NGrM3hqcf/l10c7hVYLggTspxG5mXgaLK1KCboox1P2QvRK2aQ2yg8MP3yv/qARzoNLNyYhIAbKCczXzMlR332P3Y8/wX5/wPzmWzyeLnjz9r1xzxPSQCrf4+mEm1se0GFkOuvF8iDshlYACIJba3NHCNTP95moqjaDltFMdK/fIRtBK4tFKGrRIml4XKJGdo/SqKYYMaYEUZfTFkBDj8xgGZg/ZK4NGElapsbGnoa5zaioaErpBQE7iNf0cXXIpRaj9q0OBZYBVfBaWVmxpNa/zIyraqARNRhMlJ3er16/7l2ecRghaYBa0ECYzWseshF60m2SY3vAhiYJI+R1N9svWYYQxaJSpfSGmLOg7TMNfQVyyQiBhiVIQF4y3r57h3meUVvDJ69eYrAZwVnEBN3crKPTM3tfR1wvJZizoyR2RAhUz3SjiZgsIuXMgy6VHCPCMGEMA4aRczWW+YTT/RtomdFaRm0e0Qeb0hUx7Cb3ibjMC3IurCVZFDzP3F+7/RE+s2LJC3IpHjry0kVMzG3GbnfANE2EzpoiV0JE0/6I62xzsgMwHY7Y7XZYChVYS9cGM3jCsvn94YAgAeeHx24ThhhtgFHogdR8PgMiZNMJTFiwsugulA6RBJxPZ0pzq+J4PPD8lpVOrq1ZZF5NgDDZM2PU3kyaJI0DHZ835pnFE+GEtWWeMV9nVBSEGPH8+XOeaWvsdCaRZ9KtWv3Q/jt6EBYZEHkTmsUjdgb4DEqjHYkCSIoUGSyVcidmD0MUqDEOg8LGDwuSCGX3wwCpDHpKJ2+sxW4oLOttWMu8dg0f6Rb+DEoqMdqUImpudoCkY9ghZEY3sum07FnTv9Lktnk5FfWHP3N+d23AZc54++4DvvziE8RhRGmK65Lx8PCI29sb62bkIS85o9SKIRLLbTA82i8v8OdJrN3c/BnTfKM0NmV6b+myv1ct8mMh0A6eOplSqN0EAEG64BkqIR7CW6a7ZLiw37XYdT1ZRGWE4aqhQwxgF72ukIpnJJxNChHnT7dN0xgxcXfWDsg7qtZgRIt+MQZkiA8oYXTPQTgVSROON7ddtIyChTakvnd7eia0zQqMOeN7w/673671W6jvBl8nXZvFfK22jsO+qkNo7igAZnDv33/A9XpFqxV3NzeIEwf8hCCIKuuB9n0XvAXcAhxjLkkQoNmXbaNn73p3gx0CaxEmNt6UoxsNDMHe+mGW6yOKMapa095b4DWIGG1srOtktYYUYl+/Yn0mwzDSiIhgycsqZYJ1X1NwsTzh2JNM0YyoEJHGySAaII0ThmmHJoIsBVqd/OCHm881pQFttL1sLLhe23Cnrw15no06SZtQS12hJKFMRQwRp9OFPRqlMguP0eqQ3t/EfdFaY3DgdqKzg1a4GpYBRoPk/PkOw2BSJEsXF9zv96SuXq8dAtraLidf+GcEr6UqGYwkkG2IHLZGW2SEtSp6jdYy4yfXW7NgyrYWQjSGE1ZtpQGsqZbS1t+F3/dWIrsb4H4OPub10U5htG5bMVxwiw950dhnhvr1eHTTfyTrA/PXv+QsZGMsijaTWBA8nB/xf/39f8Zf/+wn+GJ/gAwjLsuC3/3+K/yb27/G/jDyQGRSRHO+coN7ocvm3rMzkpHeYDCSHxBV0suawwEhdmzzcr5QPXVZWCSbJnK3a8WC2VLiCgi12QfhJm/VJ0NZFAJCOz49iZEE6a5pGgyztlnBSn69R3tqtDPNC0IjHo1cOGe6CJBGIEYs8xrRQNaIwllXapFeNGlvCexyhipxYPAZSiOZoGSbdCeC3bgHRsI15/MZ13nGkCIwDEjTDj6akgJwbM7JWlGrUUBBMT03bOumCfCB9r1TWQn1iFKjRs0RqqzNfWS2ZFQbGOScdRHFfL3gw7u3+K//+F867HB9fMTxsMPLl89wOO4MN3bIkoVqh33pMdnk5jBKU05dKxVACOSea4TWiBSp9cOu04LrTKXd8+mM3/3mazZVjhN+8W/+mg42TAiRxe5SZnjxMCqoIZRL18I67PYY02BYOqGXMQ2WHSpF1lLEkBfOHcYaxAwE2S17ohaXCCNsHQKLsiHgxavXaK2ilgWKgMu8cE0lIQ0Bg837zXmBe/JlWTDPMwBgGEbc3Nxgt98DAjyeTpRouF6RrYgb0gAsC7ZwJgA8v32Gu7tnWObMrK5m5GXB2YLQBoV4nUOk6wFRO4qIxDAOZnhXWZo0jVBERI3ImbXHZVnsrJqtAZ/7/sgZzk7xjsnE8pSzNTSSyeY0dFdZcZp9l2i32p6LFFKmZiUdqNnOZI2f5uew1IogEVMaMEZFlIK8XKGJ6XwTNgAauA2BYBhIgy89OwQ6pBSeqlH8qdfHU1IjYQAYbqWw5rXukf03N18szhNeHcMWKvrhRT71cGt5zD3oOI7Ugv9wwv3jBZdrxvHmFvl6xunxAefzCdM0wIuHIiAVDuiQyFqe8esyQySMediJS68aQ+wef14W5IVCeHnJuJ5O+PD2HYIIbo977HYTbm9u+J5ka2VUshCMT28Su1v67nrfilIzFAFVDdsWn8ncUEu2Go5CWqFTqOxkFSV10CEt3j8nuUmwMZ+Rn9cjcr93sXQzgMX7bcjuqa9DKtHphw25VvYG2KFJ7tz8qXWMk7WCroXUWu8h2GS3fds48dNpnvAahEVf6vi/NialYYUp+1oKYBQjtCooeem6WIf9DrvdjgyOVnE6PSINbB4KMfQM5Qkpwg74ug4JaVA0ZbHxes14/+ENHk5XPD5eEAcydZ6/eI5xGDqfHwAu1wvu7+/ZoNgqdlPCfgQOU8R+f8T1wuas2irEsSThWMwGMYXcwSAORYytF1P9XFVVy15sTexexmmCiHBfOAV4k8kFqwUMwqypRhvu05VutcNhKuvaVEWvGcbIDKaU0sfQXi8X5GVGzgtHWxrUWQ2Oih44xEgHcDqRtZTiWlQGg86A0DMngIa4Vn5XtWx42xfSKdUWoW4zCAo5uhS+0+ot+k/R9qkx2bod0p7Nc1/iifFtrfZswv/p9oRqq0A0kSmRwA5vg6mDjcsl2MLMtJ9RC4xh7DS/1m22/fQlXTFVRPrgsI95fXymkCLImA29vb4pu/da3Taiaf/X0B/M6jT+NW/VG494T/0PowJg3B/QcsabN4/47s0HfP7pI16/fI37t9/izde/wbu3bwFV7HcjYgiIIVD3RWk4JUQrwliNw6AeWmpLe4fBv7TjxKEp3r59h/fv3gMNWK4z3r99h2+/+QaPj4/40eev8aMffYH/8e/+DuMwmOIki6K1FsTATaWRDXleZ/YIDiC8NM8Lo4rLjN1uxG6abGJaRS254+rZYRX3bKq4nD4YpJWg+4KYODo0Rg4lCUL9dv990ZW/UGqFNgGeHDYqysbkMhUcrEKhNjqpGASH/Q7DNFlTneV3rQHBO7aD8bULs51aN+yPBlcsdR49z4K36rde0I32HjYKcl0lJcJwW+opHO6BHf6KZbly6FEIePH8OV48f4bz6YScZzzcf8C0GyiLEhKc5+0HqFMKddVxSsMIiQNirDifMx5PZ/zTP/8a//VXv8Gvfv0b1qhub/F3f/e3+Mu/+kt8+eWPEVPCdZiRS8FXX32FN2++xz/8p/+EVy+f4X/49z/Hz376Y9w9f8bof75iXk5QKYhKw9wis6dxnLrom0OCOTPLCIHzwmupnF+goWejrTUcb47Mdq8L+mQ/e24+GMaNOp/JiGWZKett2H8thcwyJLKgTIaj1mKsNNJjz+czVVS14uHhofPp97tdP5vLvODqiqcpYRwGPD484OH+HofDATIMKJVMHjdwXi9zJ8TJb4S/xJxbSmN/dmpzMNT2UrV+idYaGqyhrbU+jVGNkSeqdvbY8e8O0+GrmLx3ibUNwGVQuHe2pJDBMo3Lhc2imgQpELq8ud3ZOszY7UeIBDavGZurKxCw8sfnsgLg3Xa2an1R9t8iwG636+swz/MftAH8S6+PdgrX05lDrscdYhggoFhdhKDZwReQTw1l1OnpFIeD/KG295aytXZxGv7sALGsYSSLe4qGivP5jIeHE7789DmmaY9xGHF6fEQAcPPF52zYLQWsc/r7AXrV0B2AGp7q2DF6I7IgCDOFmjOiAlOMmKYB9/OM+++/Qz6fgGXGN7/5LaQUfPbyJZ69uMN+P0JFkasYts31QlJCI/YloiB0pWSi1FJxOp3x3377Ozy7u8XzZ3c47NgVWpe548VhuzQGsQU1jrRWaOVw+MPE8ZEBat2yzfj+tpbF8dCGKoAalY3aUYFyFIWHHk3J2Q4RMox4eP+OHZkxUDqiVtYTVKE1s9BeCpCqBWmEfASMhBlFeVTnhUgWHGGZqI/xVBMCBJh/hUAogwXwTSbacVujAVuvxZAixiEiBeD88B51OXMge0p4dneHYZgg8IZEXo8nczGsNGITJwfAukIcKEx2nR/xz//0a3z73fd4eLigKXA+FZT895jGAz7/9DOEGDEOCZ999gl+99vf4t27d7g5HnCdF5wuF3z3/Vss+coJghZ9J3OMqPxZ9i5oYaOTmNpq6NADgWj1wMwCDvZwAMuSeR3jiOvMprRxoFxL9WBAvdPagroQkZJRSG29W1PSJA1PL40yIyGaMxdG3kOKULWIFdEosAInVRwOO+x2Yxc7LHnpNYb9yDG1+/0epVI6/u7uFrVWXC4nuEGsrSKFhGnYraZStP+zlOroX5es8Y5fBXrmWmxPxhit18iG4gis6Mx6RPU50ahws9Hs/seR6qzR6pFBIuVUAhtL94cj2gZGCgiIEk2x2TrWxTSZVJBtyFdrFUNKyABqK8gNqBpQWrDJcYIOe7qdFbCPwbOUWlHzf2enoK0Sg7aKd9hEgUECaZiwzmcLhXvBBavh76+nCMpaKAKMtssodjXk6+cpFJfLFafTuaedMSYs84JLOPd3euHbmMX2Kc1oYWrF2dVhuORFxzN09bLaKAu8GxIuQVCuV0iriFDMlysuj494vP+A29s9okyo8IKiGxsghtRVYOkEncVBe1ZLwfVywTdff418vQK1As9ukKIAtbCpLq5yFL3WByCI4+8Kaixpj1CYevJ9qxopOFRFaUApcyGQlKBqHHcFVAO7x7E+d4/k2aXKP2p8fXRDroCEzbOEfYZ2KGkrBU7MdY1ebVPYqXvagyBgFFV7g926pfiWnpYCUJOkjpiGZIZnQQoRKTJ9T659tIFT1n25wmzN1VYBZjUwhpEKHh5OOJ+vyAspiXluyMsbPNyfTMhOECNwe3uk6qi2TdTbcLleEIPi5rCz710hTahaY5cxmUzigJo5YLQPpw5bet1hNP5MJDDyhfdrOH3W4CPfk9YDIQLLqj1iJYOHDYMM9jpcokYAEDrLEInvD0OCQqkCCrFpb16/EgwSIDJgzpkZYGkd0mHvAYUtcyFW7kGQR+Jk3Ni+DM6Ewnr/QdAyjaREBk2t1g5fOvwFXetXIZAksv7PghNlFux08Na8B4V/Tyn0iFptwpsVzj17gWUwtbEQ5aoInTEFC6JFSTW12ps/o2FIaDX00ZzObnSYap21oJ0BWmtlp3/woAsf9fpop/D87g6lKq6lQbVAouBwOCDXAlmumL3LdFON38oZsEcAvetQN6fZf5cNJK0XbhhdrsBUNaOhAH7zu68ALfjF3/wEpTQKsl2vHOpSClJiZFhrAafxiEkYC3K+8mhLwN4w5pLXuc/cXILz6RGX8wVfff01jtOE/TTiZhyQp4TjFHEz3dh7Knb7HU737zC/vMU4RlyWKxASQpoYfQY7TI1855wzshbESE52TAkf3r3HN1//Hv/lP/0jPvv0E1wfH1E//wS3N0d8+skLlDxz8EpwQTR0TrhEZxcE7CfOkU7jiNJab+pzp+Eyu5eHC2opCCmZzG/iOghwaRXjOHLouAm+aVPkVqCtMvsIgpozGU+tmda+oOnSjasmDkQPZgyYjDmrCJDWoGhWVCRvPY6crJXSQF59d4CeYfL/uUBdsOaxZgw5Bf89BjLjUggIesSPvniND+/e4XI+Y7ebMI7MqChNndZD/EcKc8H2siq7jVvjxK1pv8fts2d4/vIlLtcFj/ePCNa3cD1fkefFZodfIQF49eoZ/vpnXyKFhpvDAbtpxH4/QRVYckbVCSkm7G9uEFuGKGcrlJxxnWfc3N1iGEeT+mBk77z0ZL0GrSmF2wwrD+L1KVIql8sVUEGKhGc6/tHYpd8FBi0wcmc7jSMOhyOW6xm15i4zoqmiqEKS4vmL56RdDwm3N0d7v/YGwWnPDvBszaIhBkhGnwXiQcP1cmY/VKIDVQD39w9w+MbbL0Zh82RtuUNrzcU4FThfzyilYJzIhBpiRHFmlqx2Rgy2HMcReVmMAGL7TMVGaa61G4eH6KQKBJGfEVYYyaN3Msp4NoJEawQcIDEhpdTH77ZGye0w7CDCWd83xwNCGvHJrLi/ZOBacS58YGlgbUmrB1iwAJl2zhl4MQ6Ypr3Rw//0688QxIsmadHQTJZ3Chz/172qYfOMPR2G0ZUFEARSgJX8zV9aYSVgK3Us5vqdTaWGEwzjiMfzFW++/4C37+4xhkp+9emB7d81A2gIoms/hUhveZ/nCxYraN3e3kJv7zCkAT4sQ+wksG29YkoBURqkZbRKPZLnd8cOa9RaEYeA2haUmlEaJXdDFJtLawwFjdaM1gihqEeBZBCV5UqYiP3YCAiomdr+tgIddmFYQ7hLHO8W6rUEn0UBi82NLw9PsM3QtDKj5oxWA6U8IoDK51dLRjX8U2xORQO1j7QVy0j4jHTVr+D9WIFbgqBlBUJkBuI0VZgBkHU4S8lLryOgWjrcrADq8K3DIr5ZsMmWOnzkP9DuKNQO62E/oSx7U3pdNWs8c/FXpzwadOmGtu9LdR58RZxGjEPE559/ivP5jLdv3yIvGTFyPOyQFK1yylYg6Ipnt3t89voFWuGMgyEJpnHANI0YRxpNsYwgaEOIDSoLkgUsKwTYoM2k342S3Osz6pBohFOku4RJXYe6o60ItQ+b8vGiXc/J9qgGoSMIAmmWJTRmNUECNJCMIKC+UnYefQw2/KXZ7I6w1vesoQzCgfMhBiRE+KQzd/Quj+GWwUkXzTj5UgtqtY0i5uCj9xHwPcGgtloMnna7I9IzRbLvzPagP3I0VYSOImwp1tpFEdWgYSoY8Iw2bdYU6hkcQNkURdCKGCcOUYoB15Ltmlp3pkGpQTUMAWlhIDgNA6IK5ToMeRDbt51pZNdcaoUuM/uUPjJV+GinMEQOkGhaURqx1xAjQqsQJStgA8Kw6QOUpuYQdB6m6mmtNzIJrNUf7hXgaRm7E9ALzbkuCFEwjnvcP16Ql4Kvfv89Xj074NXdM9K2asayzNAUEMVSKQijRRkxjQkf3l9wun/A17/5DV6+fAX95FO8fPkJgmHEToRvhZHa3XEHLRlaZpS5IUrF60+eoeQZtWTMJTPCwoysC3LLQBwYgQ8JBcpZxgqIDYYnvmdOwemFlzNqnnEYJxzGCbs0oeWGuph6pm3C1thdLipAaVAExGnHhqHdAYgDmkRinhBoTNQhag0RVnyrC2q5oNhwlIg9whThapd5mbl+g2CMI3ySDAODat3rzkQTS6/NwNbMRVRBaZlGQAdr6oqIw2Adx5TNKKWg5LlHazwTbswjYkh20Oyc2sHxeRTBaLJN/LATtmPRryGgQkRxPE4Q3GA/Dbicr3zM6rBMe7r/zGgoHF7otAQIGlrJyPOMMU0Yh4if/ewv8Hi6x1ff/A6lZkQRvHy1w25qaPWMADKe0Cpe3B0whk/w7Te/RwictLXf77Df77HbHZmNLAUBAyKUw3GGK0dsi4vKMRKsZZ3uBnu22oplYA5veAxhTSlarIBJqRDAawmlOxThwm4Kug0piK07ABHU0iy+MyOvAWlMKLVgyTNiXhg1R84hKK2hzQvJD4f92gU9jZBSkAsJEilGtKWgakXRhmEcEYeBgZXQHnQtLGezWQDaYkEYDgiJfRjJRoECa/9EzmsQ47FGtPphyTbIyv9SrLHMsXrbH9o20G2wM90YRBIaZR1Oq2CUiesgazNkbQUKOoNhiBiGiMuVsFmXPAEg2hC0YRoEKQBRlMGNCq4L97fDsA7pe12hKYkBl+vH1RL89dFO4XK5oCJgmnYQjagScL1e2AlqlX/vXEbXgPEmjNCdAGmewkYyT9GdRrk+JmryQFFVKBsrThVVKEirgyq++vr3uDv+Bf7iL3+BMSVcT484na8YU8A0hA5NpTSxx0KEk81igNaC+/fvMV9mpDDgcHOD3c2tj4PAfr+H6ogyJMznE/JVcbqcEKC4e34HtS7hXAtyrZgzvfG8LNgdycjhSE/DY20zKUgPbDWhGtdbBRimHYZhQi4LrvMV1+sZz+/22I2JE9UM561GbQ3RMHuVniGEmCjRIREaQne2HFBiTqipYbTMntBY4G+VBa0YBaoR0Ir5fCbyZh2qKObArcOq5oJlJkMlWqNN9KYvJUwGsMM4DRNiGjC4EQsJRTOK8t5FYOJ20SJV2OcYSykAq14OozBRWRlNERY1MUujcFklf12AMCRM+511sgsDG6tfcFdZER+AizHCmCtavdjNSDkGxTgIar0CGvDq1R3+x7/7Bb74/BN89dXvEAT48ssv8MXnr3F3d0AYgmVEGdOQEI571JfPoaoYhwitC5YrDUBMA8ZxZLYoATLQcMiQ0Gq2KLQi1IYgbNKsuSCNowWjAYgUvBvHaXVlRi9tG2kKtSK214W0svMeMJlx+Jpy3OfD/X2Hh4vx/aUbSxazIWRo5UzbMC/euOnwW8X5eiXEKQOqsrCuFm2jKdIQkSRhCDSPTYE8zwgpYrffd1vw/dvvkVLEOB6hSj2vPM8IJaKlit04AgOnM+ac2VuhFJWrbZ1z3ew+ueU20KECddPBPA47AKwDUZMqYbejUqtbfBEnUojV8AKzF7AXKAYBSrZ6Emslu91EhpdpmK2ZcUMMwM3xgMdrg5wWvl8DpTykWn0DhGvNHmxh1WGgxPY2G/7XXh/tFGprNowmQkynhjoftRtef3nhR6Hbmp0nBh0Pbm1dbE9hLbbpn7elWcGLkuboa2t49/4DLtcFu/0Rh+MdRBU5nyBQpMDINUhYN70VjDktjBh6XjLO5xPiQCyXmjlK6EcFYQRqXlAzN1YMoHMcyEwZWqWkwLLqJ3Uoo99zYGQmhFBC5CZpxVNOHqRxmvrAkGosEGjDMs+sSYh2CeYQfKi8rbovtoHwDhc0wcrm6tE2us6PD9fxiw0gS6S1hlILSmbvR5BhhW3s2ZAtUmx4jQCWCm8fuipQtEDiYP0GloIbnATr3GWmgDU172mwCdf6F/ePtt3RZM2cYAGERc5NK9SomZ6liAQMY6EbMHBa1CO+LdlhLb62xr4CAMYAU6RIQw8BdtOAV6+e43CYMAxczy9//CPcHPcYpwENFlUrC98yDNjvJgZUANAqam4onYbIueCw7nARDmipIRC2bAUsBghKnqGqCI2/q7a/QogI2059g1/h2R28QfTpn+YsMdtTDs+p70OLvH1/OqACsO4kkWybWkunvooZKocIayGlOCr693jgx94eZ1ZRlbWBWl3c3mGVzvH9L75nViNexZhPwRs2OXsgxVVI0e2Rn40nhlM8ttG+3zyIqFXNnnHvwiJzzh2JvoHoGOyP4+CeaQFr82ryulZdWZoenAQxexUjUhRrrJTu0NZj7Zpf6w3wawJC0J6l/KnXx8tcGHVyKRlVEhoCqkEPTF/ssqwQExF6pOHdl30+L9BpW13RE5YWCxOHlAY+YKOUcaEC1CChNI6QVvFf/unXuLu7w7v7M/Y3d9jtJrz53a9QqlKwyoqk8/XSC277ccDw7Bblyx/j9998i+++e4Pvvv0GOS94/vKFYYFABhki4zhh1wqCKN6+/ZaRa1Dc3t1gv9tBJCC3hnEpgMkdKLz4iU4Lc0jSNVEkCNIAOzwFt89eIMQR/+5vZ9S8QEvG5fyIPJ/x4e13uLk94HCzw93zm15gZtNOBUpBlADESgG4BLbxN4XacJZmnbgqASGNGJoS57fOae9y9QtvltJ/WGZS6va7XmxjalwxX6+AEs4KFi6grbpQ+/0BpVZc5plNX2kAJLLOECPGnSA5fGNBhHeEkmr3xA882WNqnc9MxQWqpTu6kBJgNZBcg41VHRHiAB0UKtEMFowWGzGmsTuJJVPrh30ZGXmZCcsIsNsPSCFinAbURvmKphXHw4jbmx1evLix6G/w1gvkK+G7FBPlRKA47nf22QtyntFqwxAVFRmzFow3z4GUUIJQK0sEIpRvRqsIkc7hfLlydOwwQJVijne3d7bWDN5yyXQylMXl3OJSLNN0eibPcvNMNFCyXoQ1xVIrrteLFSyFwnPWM0HDREZaSHS+MSS0UFEWKsE2VSyWTasESGyIo9XCYsS0E5sfoFguF569acLh5hbDOOG7N28YnALWMS+Y9gezMx7gBEhZbZH3m7BZrSLnBWFiM6EbeAaasduWZjYjmHEPWANYBrt0ZLXRAZFyTk2sAREhNpR2tc8CcmlQqRgn6iRRw4mOKBcOFhrHEXIh49ALznEISI3PvWrAYRpxsz/gw/cnzBXQMFFaRaKtizJOcIVUXdchpbRmP3/i9fEdzSkBKkhG2WrNGnvEsMoed1jU4JisNtRsTsEpiEbBYq2gWdMNoK46bVHrCifxJllccolghVTBNS/47vu3+I//8F/wb3/2Ezw73uD22XOU6xnn8yOmgdRDrRWtLCjLFUiMeO9ub/B4/4APQ0Ker7ieT7iez5Dk2j182E6BG8YBaUjE1IN1hs4L4QihbnzXvRFGBw2mWQQPsj0iiv2ejLCHm9uA3e6A3X6PD2/f4P3bt8jXM8rSEKUhBIWiYn+kI5JonxNDl/nu6W/baLlDuyEFbCasNaI5q0jBZh3PLjxqj8KMDHDoRr0BvD+nLh5n2ZiNTOfeCBwqMmJHbZ5hIJ0yWDSrAKStLUBGF+4T0eARmRf3tlGUYT0W3bFuRfZaz2AdOlEOt/H9N4w7a4xj1AVtyGUxplRgIb5SlbIsMy6nR6AHCd4NXEH+vRU8GwfUeDGWkTODgCDcUwFgT4Aan10bWhBYW6NlAWJ03wzUCN8hvBf/blCyIgTsDkey7IRT/5oKTucrYirY7/ZAiEhj6OcwJHR4z6moodBYCxhhs95TelaqIExHCjLfsywFNRiRwruGY0SCQIRBWStkpZXcUJaC64UNfOc543jNOC4Nh5ujQUB7oBWIkt5ea8OyLNgp5U2GYYAYHdM1oRj4VDbBjaMFS8k66W17GNTF2c5GUTWbphasBhGoodxigmA+bpd/T2dQKjPibmDN+Hrh2kf1RhtN2nLt0TvnMYTuqD0zq9ZM553nimpQpnT2WFJmw0EIP4WqlMOwnhnv9WkW0W7wFe4c7/z/iNdHO4WQ2IAlElGWAlg67FCDWsW8Q0lCBoU2PhDPFMZxtOYrXiCH1SikqeehNmDGPg/ozVpqDyG4/K0EzNcLvvn2Df7f/+H/gy+/+BSfffoaUl/h/ZuCt9894sXdETEkoBXUsiAvAm0saD1/doeHDx9w2I1YrhecY8Dp8QHDbmLxy66tgIX2IU4YdxOj6Riw5IxcC4ZhQhonTIcRTYO5x2ACcw1osYuc8RYIB6DzzClJsDseMaSEu9sj/tuvfolfi+KbX71Hma8Yk0BRUVvG3fM7Gi/vrA1qqan0Z9Bag5gssBvQ4NhpCEiSUGq0qVSMMigeaNRREFNOMZgkQ+uGhCgEIUQRGP034loWMoZkQE9ohXOod0PCOLGmUJWFyRCs8Ua8KOrvYUt/145XNeexSeWtAOEyA+u1cd4BqjE4WDGFqiAXNa58wDBR0bLlanRAJRZt8s/NVEFVK/J8xenhnuuRIg6HCZ6/sLtXEMyI1sa5u6Jk5/ixjDaUKor0OQ4tRqBVNKeMMjXm/STTHgoAMFmWy3GyjqFauwL2N5zAdbleoVVQC3C+P5l0x4BhnDCMA1q7IkizbM/uoFlWaHujChCK2CjJQiiwCRBM/r42VKPjXi8zUohouXSdpd3hYHBQQ8mEl0tuyHOhyvHpgst1xvfv7nFzmnF7qXgdRhwOCcf9Aa3M/KNsuFpKxaEQJhvGESiFzaSRQ7uGcUK7XnA6X6AKjOOIaRp7puoR87Is3SH4vhiHoRtn1+ORRtgR1kPwxJ5ZQxnPmFjWZbIi4N4czDalYUTTjOaMLtAJBQBSA7XVbC+7XlqzLKhp48yLQJVUbYKEgBgAQTNJ7oY6VzCPoUQJALhookWH3X5HE378mNfHN69BOIw+REhk9BukmbdOTK+hNtCe0ECzIuowDDZKjy3rCkXUDe5MTIOT2SziqHaoe2HRIuGqinmpNpY9QIYRj5cF//zr3+Lv//GXKLXgp58+41jOYUBrFSUr4kgFw5Jd5o7Ml91uxMsXz/DrX/8Wy3zB+7cvcPfiBdJwh1oDOEgjQED+7+F4RGuVXCujzZXaoKUgLAUhjUBnAPDZNJReOI+BM1rFgGs1mmqAWHdiQNGKEAN2uwk3tzdo+wnH3Yg4RBsWLmbzhNPFwI1D6iFpbIy0a8eExWmXIVjzjpi2PFNgbxiaRkodJEnduYzjaL8/UD7BIqxaBHmx2oiqNf0ApTbLHizPs8xIAcqXG67cDBOnois7RZl5il1n6JHsdnPDP9PgRA/HmTQYfDmQBo2m5qToGEpuyGiIpXUYxhVY83LljF0BoBWilPMQKMZxwDBwqFCM7KMIMZlDIZwRQ8SQBvSQrseqgBcaaRzYuyGtoYWEMSbEEIwfb41/TaF1QSvKHkuJaNLsyFq3vQAFYF8HFEEDTm8/4M23b/HLX/4Sl8sFwzTib37+c/z85z/H7c0NJAB5mdFM7mHgtHleboq96/x6veDx8R77aeK4T4tkA4DpwNkDeV/wcP+Ab37/e0zjhGEYOCmuVFzO196M9vjwgJppzE+nCx5OF/zXX77BUr9H1YgXr454+fIOf/e3f4P9lDANAdI4m+DxfMKw40jO2kj/XpaMm9vQ5zQvPv7SMvEhjV0M8YczSPp8hQ2k4qQLiA0sMjZRLuydyTkz+wgbGRgoI/boYnSw3116/QLSbEgRM6lSSm8EHIax919IYB0utQrNGcs8g+zOtabRaoZWy6Jsj4gREWKI1rsCtCUjG1z/7PYWwFP4/mNeHz9Pwf7pRcJeFPLinEETW6egxQ6o4d8uRUtue/+k9d9t0T2NwsYDu49T9eYn6UyV0hoeThd8/e13OB4m/OjlLdSMWM48WCEk2yQCjHQKxdLjaeSwitbYat8qqWVoTMkRgNaNzYDQaKwaMbTOG692mMVhAzh60zqTxvWgYFPSOhjSxa/MsKeIcTfxYQdGSWmIjEJlVVTscJyt/9oUaMYSKy6/fjf/Otiua4HyFEGDYfLuCLVvYtjm7Vispas00pY9bLtKxfcK4PUTL+D3xp7W+mdzT7mmkwMl3r39NPHdkhr6z3qaqfB6s3cn1UJ9oPvHC7POABz2ozWIt57xwHj/arRAmNS6CAcWDYnNRiziGjdfBU7TXLt/1058hz7FKLrsHAkrZq8KGUaTlhCUktHln1vleNGY7KNWsoLfo5kGQk8SUUrD9XrF4+MjHh8f0QA8f/ESn7x6jZubG6SYUEKmXlGrSIjwGcGwTnYfPv804Fwdc7KhNqIMSK6XC4aYgGHsIpJemyi5YLku3SmUbAX13HA6FTxeC+blimVe8MVnn+DZ7R63xwm7Yd3PtRSyhkTgWlgAYesUSWHtfRfwM+H2Yi2gu+qp/9yld7ZCjiTT8AyU6ntfnvj3Xnw2eNQdT7XBOa61BGh3MDwjFrzYegdFh+xg+yEEJyRg84Xo59q7sinRvcoDwfawQ7kIoctu+J8/dm7+2OujnUIxjFeVmJ4CXGAl7TDYwPvohyYm1JwhrdkAc+qYiD3YXEo/6G4IYog8lIEFPhh+7RGWM7UatPPjJQ6oreBSCv7D//kf8dXvvsKXn77CKBXT4Qbf/vZXyDOpnbe3N3h2R+2XECIeHh5Qa8Y4Jjy7O0IhGAeBoEKLyQKHiJQcY1abuxDRakUIanLOMFmIhiVnAJXdhgBUVmGtVpt1DofewQjlkBtVAVqhHsowYnc44OWrV3j/3bdYrhQRGVLCMI0cHJISmnJgPaml6/zrYDMVOASGVpDFQAEW/k5DgwxDTztFk6Wmhj36GFDAwBF+DxUxG46HPbRx0+WcUUvBdNgbkqM2H3nVsJLgIoR+UBu05dXhyHqY187lNeDw4p9af8QT2RQVQM2oaYNWRWYMDUjA+3f3+O3vvsX/+r/8B3zyyS2ePz/iF//2ZzgcJhz2A/a7nWVpZOpw7/E6VCtSCkjpwOJfjJj2e0DpvIfRHJHtZcp9OInCO6HdadNwCJQCjUJ4J8pgxAp+X84Z58sZdclAzkgIQNxmIOxPUINQiylzLks1SqPg1atXOByPOJ3P+Pbbb/Hh/T0+ef0K0/QcAu6/qxVz1272xeYLkN+/3x+QEg1YfGJQVmfP518wDhNuD0e8evESEAZI79++gy4VulTkyxXz5QKRhF0c8eXnr/HNdw9Y8gOWa8aH94/4p3/8FT7/7BU+/eQZvvj0OYZhh7tbGt28LFAFssFarZK1dXO8gYhgnq90DuBekUZIuxg0E03zab/f4XI54Wo1FA+UXKTRC9MhBAxp5KyYmKgdZEynpoTSBlgfTQy9CdP3sg/iidEL4Fivq4uXBUQ39I3jbNlfc4aAEuy5LHCpE/+9+TpjzoqCCbUJQuGMtRgTu7oTg71px3kRuShSCmuQ9ideH+0Ucq0wajn1TQwyoP1YPTMNTu1jR50a6AW8lGx2weXSPTWr/BwNWEVXfRcrKjhsvMbV27ScjXSQAefrgu/ffcB/+k//BS/v9nh1y0UrVfH7b79HKQ3juMMziMkfR2gtgChb8oNgNw3gmhag2X1tIm5GBR4O8x+1ulCaWOZAWAh2zeyQthkFApSaO0yg1iikukYUy7IgxgE3t8/wyetPscwXBDRyt1PEMK3jGcXw6M6rB6/XWV4EiU2TJsQe3QgIG6g0hGQNM2pMDYHhnbb+5igkkrFTK6WzRcHiqfenWKQfrFDJRkDLKjaRpssUa1/BNWP0XgrPdHTzd9xPFtGpPoEW3VEwelVwKBCfxTzPOJ0uePP9ByzzBY/3e3z5o0+Q4i1uDgmtFZTcLAOyAMSeaBq8IxbmFMxIGPuKs5DR8Wq1ng9v3usoqettiVFclWw7USVkb04xDRPpyhIw59kmo4FZbqS8hoLOmUQGGCQLaC0YB4r8LctsWjyF7LndHlrZJ9FqQwCj7LxkaIwYDntj9DQK/SkwThM831V38CF0cTzqPFWbIDfjHALOxzOZbDGS+h0iUCukNdIPVJFEcHs8YsmCphHfvf+A06ng66/vMY0TjvsRrd0hDRFjGGwOuJhwHvdFXmZcL0Y3NShMf9DvtO03CIGF6t1+z+ZWXaVf1j1lHfBqUtYxQuvWURi1tClrnrZLvNaC3kPDs+bb2A8VWUUMYPoM50qKgTcjkqRikGxTOJ10SLEH1AwmCTc7vS3AaydzPycXs7FOuvjY18dnCqUipLDxrGC0o+hQgzemwBswQKOlykJITAm7HVkf2YpT1Q4WC6Gc8GWmZV3RrnrIBd9CWLYiAKhV3/Ij/r//8R/w0x+9xu6vfsyD0wTffvs9Qoi4u3vGlNvG59WcIaK4vT0iROoGSQB54OYA1JwCBaxiT9f8RTzc08rVODAIJgwhAsRISmDJudMut9FFsKxoWSqmYcR+t8PrTz/DslxRywzTtOh1mVIKjTXC9mqgWqHVomZLfSUIEI2NEwKiBGrEiCC2xPdspBy2B8phrRATSisorZomPz8rpGhRo+G2cdWVd+qgXxvUtOsFvZFvfbW+fuxncPLC+hvbDIG1iXXcIcQ7rL0xEtT6WRZczle8+3DC+fEBD+8THv/2pzjsB4RwQ7iwotdOuJjBjLRlD0azDTZdTlGtHumNet7Jyi5hCyFYGwirQ+BeJj7vc80FVHKNBssgDWRpnYDFu2+VJsins1EHjNclNlgetWAaEobnd5iXGTEEzPOM/f6Am5sbfueydGc2pITrPKMlxUEiqBDbkBIP1DiRVOEFUO8pKY2SL/PMzCKliHkmpXa/f8Q0jZjGiYOCYiB9FnQGtTUESbg9HKBKbbDv3p9wuVxxPj/g2d0BL54dOMNAOLo2RjLsqjXVAYplXiAi2O0mOtlaoTFynrZHkpt9zBndA3b7Hc6nBJ9GKOZQfYe60VW1aY1WC3AInHRcIzFY70Up3hHvH0TGXYPDPnyG7K5fax3s1eL9iAUWrBPYmAI2PBEmc52j5pIsEUNKZIIadNRaw5wznWiMOJ1OTyCj/+6UVAgLk9NuD8kVpTbD5IEUOHmJeuWAhNbTXAiHgbOzcaHgWr9K0IEEijpd5tnOJLtinZaohqE6Fu1WQs0hQcRqGAU5Z/z6v32Dcp0RasXPf/oFbm7ukJcFadjh8fGK0/kCCGVnMY2IaJD9xIMyDcjKIrSkBGhFLTMkJGY0pt3v3OIYAx4eHuHaQtNIZop6ZmN+qzXFcr30aNMjUcceaXjWCDqGgijA8e4OU97hfH6gIbIIs9aGWm3ChTIlZRGOg0x6I1YQSEqmcURow52qz9Rpqubc7ZqgxsYwWQQJHbpowqEjBs6wgKxm+MwYkuFkowx7DmVNTObY+vP3+oJF92o9L4QLtTtYp8Umm6XtrvCH9YYekQNolRj2cTfh9ctb/O3ffIa3379HyQXPbo447icrwMMyKF4Jtfn5Q9KkySYLgevgcE1nrCi6zIvXGFRhmYezQRgRCtjjIkL5g1oyadCRWvqXxfjtpaFogISJaxIIMbU2o7WCy+kRFA0c0WZqTe2HESUAiyg++/QT1Fcv8cUXX9BZhgBtdJAUCuSwHoDP//39vTVH2YxyVQzDZHTJ2iG9aZr4HqM8hxBwOBx7v8P3b74zqAPQwprbGAdMuwBMI67XhcFIFNwcdojDhNcvD3h4BE6nGXc3O7x8eYdxHAjLNAr2OfiRYsRxf4CIWlGXRnu3Wzvix2GAw6fFZnIDjOiv1ytCikgg86i0CtSC/W5ACCS7xEjY0TNNl74OkXWlZnpvKQ0IklCtcTOERDKGBMx5YUDAdJrr0YzIFY1s0Rr6FARX/PWzWRW1WBe4MHOZphG3N7c47AtCEajJfLvkPZRMwFwy2nJ9Usv9c14fT0n1Dsm1gsPI0jnMqmSWNHo76BYndty1de30Xtsx49WwkcSN63S3bQZGKGfthti+eCns5rxcZ9w/XvDm7Qf85EefYbfb4ebuOYIoliV3qpxP20rDABsdZBCEAmid826lQTQBlpnfzilTqcMJCqaQ0YpepVmG4IZL7P7UIZawuYW+FeBF+GWeUa5XBCt2+uaUINBSemoqWNe5AQZJBEAtgsdKgVRtCNZD4NGfAk8axzzS6frcvv5qzsKfpz9gdy721jVYkidQzOaT4H0F/u+KtfjslIZ+KbrKMAACDdqf0+ZDOmzgP5Zet2hkje0TPnt9B7SM+Tpjvx8xjrFDCP1hrLft23z9DtDnUJhtw/v2NYP063oKwXcMoa+PCCgU1+hoHLLj82Am4EZiLaKaZYF1WEP5fuG40xCAoAExKmtMykErLqUsAjJXxPcau7Jra1jmBQHsS4HDfiF0mNILlTF6AboZrKIYhmT6UYps2UPNlcKIypkhAWo0Sws2AjAkGrRnNyOiVCRR3N3ucXvLWga/F1g3Jq8hxDXYcOw+WE2gF+mxRsb9vCkb2LwjetsrwMKx9PsFvDtYOIrXGhypeKwcM2tyLU4BDcGkwUMAsp+GzTbotkDgJ+OPxe6+h1qrVAGwjcheKTqm3BqWVg3Pl75Pe88QZA0MV5P9Ua+Pdgr7/Q0kMP1rpaCWgrJktBhQNWHJJnfgPGshZWzbj/AED1aFGFbo56e21pVMJVIpsRQrRipAnNaiWnv4zQxcLRm7RM9Z2oLvTxfMv/kGrz77FDUm/NVf/AyP79/g3XdfUwdlWdCg7D/Y7xBscLprt0QBUBYoBBUL4sDuwXdvHzAvCy7XGT/68ks8f/ES47hHLhW5XhAGFnrqnBkdtowU6DSutZChUG1AefSswR6GMRVabXj79nu8/f57uLrrjY38HMfB5hyTEjekaHpFAbNWaMloiUyrFNjRqq1RsTVGDGNiU1DLXYivqdHrrCAGANqn05k0sAgNjtVdol2rBMKiW8mSFCO20FPYRKqM/JktCigM1qy1n3UPsWZI1iYqAGjrxV8k61oVpu+9thBAs1PtqhsgVSFaESXj7jbi3//tj/H5Fzss8xWvXx8xDCOl3wPrUtWca4hDN8jBE1O1Xho0IPsshGgObdPDAaCX54M7UsD1aHjjPn4xICbBuKMBWGrDOIxM0FqBglhwTOy2zWVB0YyGgjSwWXCez5imiaKAwZq8JDGMUeuoN2PA6XWKZnOgBYz8SwWul4KaG+YWMU6j9SwIZBgoQT/PTBhdb6QortczoA3TLkGrZQVh5CSxktnPUBou53N3hNM0IaTAMaKqmJLgL390h1z2mPOMn//sNX765afIbaFECQKQCNnVvMDLNbwX0/MKsDkPdGLFhP18nkAMEQ3st1iWpc+YvlwucNmNYsFU8+djcjUaE8bjRLi3KarFMzGFXvvJFtFPQyI7MQTU06l3GYufrcDGM9cIA9iL0BqgQXr2OQxptWnDCJWAOVfEGLCbRgxTQCgVl9MJcdwjDBOg3JNpGGxaIhUNnHK7qiT/6def0aewUsByKHYBXBSntAniKoaGp1QwNxA/pEb5z2IExcpCWA0U8MSxeMFk+xmdfxyJ9TUAcZhQteI0F3z37h7TNOIvvviEzJnWTFYgY9rv0LRiXiqSYXo+zIWMF4O/jEcOAS7nR5xPFzw8nlBLxds3b/FXf/03iDFy/J1y0PpqKPxexR6SQySg84nedLZCJa0UlGVBnuceEZ4ePuCw31NNczeyDgNYv0CxQSQVaUgY0tAH3LtxLrV0plKzhiUHRmCRr4uCeSbhjnzbCLRGHeuz/WEb/UpRhmWQbX3m8oMiNrRHycEMce+s7TxuwTiNtg+NhaEbGBHo6+3KqTBnygC7QTXhcNghyEvUWggT9M710CEpWhg+6z4gqGcTm/+2bLIjYKCH3GZu/R2qndLtaT4vMSBEQRo4S9qxb4D7ooZqz0HszitiSIalA/NMeYxlIZ8+jRMQEzQwog8SkEKEi1FqU2htWJaZxikEUrAbp+pR7tznBLBJlLCaUKsIntMCkIDjzZGdwkvG/nBACgFlzhhHzjaYL0tn//gI1RB5/UtZ4NnVmMj0ub3dYTcOxvQr7NU5HnvgEpITGtY5IqVH/uwZWZaMx/OZmZECL54/xzRN3EutoSqHCAEcbdpssh/Ecyfem4TUIdUQrNkMbZ3EZ3uiKR0xHXzk55e6suVgGmRmTwJW2+VUWEJWCZfLjCDcmzkX1Gr1HNtUHlYMKWEcgV2NaCYe2aUtfnD+tmf1/4aaAi8shmQwBouV/a+DQFSsdbyaqqT+gaH44YWJSIdyxmnq2KHTGdMPbvDJQHW7YRFsIlEgpBGtLDjPGW8/PGI/TcjW5NoUXTGRg8IL5mWBGjNI/aEZ5CXwiVEsOs+XM86PJzy8v8fjwwnjtMOXX/4E6XDAbpxwXWZijLZxAAcNWMgspVj241F0WNdFjZnimVjOKIXt+ZfzGZfjAcfDHrvPPkWwaVbNhhtlm8+QTK47xoilbJ6By5OvO6VPoIKSn88oiQbbGRcOh3k35NbY+/NwSt8PGULAOrClbTNFbJ6f7S0rKzNNxgpreV0kReLfy7z0QU19TygAZ4NsEJ0UIzQIWiPDbK8T9ruxOzHixE+NAXsANlBSkx84CF8/dwnrPl4L/uve9A/q+8o/Q9EzHq8xbZ0s/1k6bbkpxz9yXCT3Y60NqleUXIwVxl4HOA8+RgzDBK1W2M4ZrRoWn0w+gw26hqM/PWsxJkIRYpRi3d5vwOF4xHy94pwLdoc9xjSgpBl1rJimgjRcTZ1TkZdszBiy10rN/ZwPxqo73BwwjomzPBptwn63w3WeseRsc5HRs6cQgjVKAkDEfF2wzBn3jx8AsNj78sVLKhIbDb7mhU5BTBssBI6l7X0k6z5w2C6mBNUC1YI4jOS1NLUZBQXi2H1Ka3ey6iqMKdxDzezTCgdKd2jTtMM8F7DQP7B4rdYL1YUa6RiGmDAMgqkpskYU3fQqqcO6+MEe/PjXx2sfxcjo06I6ekhW8UupuFyuqK3ieDjYhgw9gtpuNK+6j+OI6/WKeZ67wwiBTAWoYrIHuZjo3tbgbDOFYMU+LgYPdIWiSYTGhN/+/g1OpxM+/+QZnu0j7l68xvmyQOQBz188hw8c71zy6BtCkIRdqmMaQUqZYgCwSwG3uwmPlysuy4Lf/upXeP7yJT79/DMEmHiYfaZIQCkL1MYLOmzkh3/bRANlwT1fr9CcEbTh89evASg+fPiAnBfM5wu0Fja3jSNKXvpQdafddbob1kgH4pzyvHHQDnOkvne5kdYNpZaW+mexPiQ9Uu9zi/v3PY1UfPPXumYegKfPzk7rlQh7WWS8yQoJOT3NWtbAgIJ/IoC2tVbjbJH9/rDWq8CMN0ayOao6/dm/X/t1CYLNMFBIUKp1ukSJOGME6zoLCEH0THldEzXcQZ0BBsqOKwz+kkAISGF7osIn1uW82L3bKEsI4rBDDCPGuOO0sVbx7t17DPsDdjcDIqQHbd6rEhrrSfvDwRR/Zwy7Q6/feSjKwqz0fguBYLe/YYarbCZTqYiDYpKAEBKW2lDqgsP+gDA2SC7AOKI1pSRFovLB9999h9PphNP1jDENmMYJn3zykoXlFFC14Xx6oDhdG3A68RmOKeI6X5klpGRzjQfkTPq1BMXh5hbTvmK2SWY5c2aBhMh6pwjUi9eqiJIMduN9emWvqQANKM2o9ANno0gwxQYA0EaWT0toeoECWGy2BTPQ89rxC+mRfogR47TDshSrv1IUr7WZdicSeqbjbNilRBbkUkwyg5B6yQU5g1pTISAbbK8u4AT0/oxpmlY5j494/XmCeEIML8SAqLGXzTzt9NRomz7/EErw1/bft1CQ+CL+wJk8fT09wIzk1FJAV80I0JBwzRkPlxnffPs95NUdbva3HAKyFMzzDC96Uu5XNgaR07m2BaqSK4YYMKaEMg64LgtUC+brBfP1wjqF9HJxL3Y5Pu0QxbYpq6d2bY0uq2UKVNVkFHLY73EVYMmUC8lREMNghba1jd8/40mhTaQv1XbN+f3oz+zJevbn9sNnYM8GT4Lm9Yls9h33wUot3jpzD2i2Naenm/bp+jiktB0p+DTzVPvu1j+7G3dxiDL1q3dmlK5W/cne2haRpe/H0LPI/tt9ebZZhJ8M25MrxgR0jS//7i0cun6GAr2bW+2LvIkQgEEgYo2YAaXQ8aama13bL0dW0gY8qw4kI/R1M6RT/mBNBICpzirrKgoB6tqJTh9CeCkOAySSMdhCQFDOUBmnEdM4YH85omqjuGRir1CMnon6kKBqk+SqZfQ2Q9waF1U9k5XNHmeDpirYk9GA+TJjnhdc56WLRsJqQetepzNufWesz1jBaL91eFDgUGOQyOFiGlBK7pI3/cRIgARfVPGNZM1uCT7nWu1h+zAwBkkOiUp/DqoO3xs5ojW0SiZTCNKz/r5ffpDte2D3Ma+PdgrTtCceXwvGaYc0KB5PjxDhxry5uTHq2vqKcQMZbNP91ji0Z3PRzg/mFhRrFefCdMy2b203gMLF3RwkqKzp1JBQMvBwrfg///6XWH72Yzx/djTeeMHb799hf5iw248YpsGmFpE5UVvFfhggKpivV1zPVyzLgsNuwhAj5w1oxXXJqHXBfD3j/v4D4jh2TjQhEIUP6F7tzIqxV+c3KwurTRXL9YpluRpWXJDShLvnzzDNE5ZlxuP5hMtVcNhPnbpXbOatp68Ae0scEohd0FA6fOINHjnb4BZgTVN99rOsUTuj7Q3rBoDAp2Ct799G+E+e7RMjvr789zxrcghGQujvLQbJpah2sJ46B78GtY7eEDjYnj0BXOAU08bJoAcQ/XNU1mtZtxV7MWjy7HxLN+xeF5HtffUsapM5daTOpA+wwedt89qx7j+in1+lGCQEk/OumC8XjOOA435PuLJ5PcWuqXnZSA0eE1SjNCOAxdYWUUtBUyoWQMmsEZcfEbJYFNR0EtsxoXJOd8kLJGQ0BEpYC7tqgzbI2CAbdk8YR4RpxLNPXmHc73C5nDtUeF0umBdQXWA3YBwHNpYKsFznXkuc9jtIEOScUSr7GEK0+d8h4XC8ZW2rKr7XN3j3/Tt8//1bXOcFrz79hE4hRkwD61P1MoPNYVx3tX0vIUFCwtJYo5zzph8ocM7zOA5me6qdoQXXy8WqCOhwW4ei7WchJsQ4gWobBTkXRC+S+5MSD0CoHm0aORjHAYikUddKYkAcdhwiFQi8u0z/D23sbrfrEh9/6vXRTuE6z2a7WAyTsB54x+d5mKxTdxO5Auibw/99WZYOJfnFpsQOy2ot6E3J4+3+wOoW0sNUBbqqoXQPuwZcgphGCCqyVrz58Ih/+vVX+MnrZ7jZj0j3J2qE7HaodYVLfNTfPM8IWLOFVqtR5RJ2bcR5SSg2l7W2Qpy0mZS1QyKeFcD3hvYIDXiaUQGEw8b9Dnf6DMM4YtrvkAZO4hrGAaXucD49kK1SMprJObsGlRtf+6bOwkiNqet2Y/zwmahSkqQXo/vLHJiphm7FFv33fuj8tzCfF9rg3+ephTkgBmyeRYW+Tr6ht58Pz2q2qQq/GC4BzswJaKFBNKzo4iZia/54bNgRP4KegOKm/rtrRNzn7LIC2aMysSAGm/UUx5YMDuK9rT/vpWv7/WKZYbT13xbmBWuUty0asjEvA9aIRW2m2FWLSWgwJ6Gtj2qcr1cT0LMpYH2z8HrFnx/8bBktWxwRAJowb4khYDCKZ5CAcTD5ldYQTUo9m6pwhfH0h4SbZ7c856XYeTb6dgiQGEgskIDaBHNrBsdyQVRZGA8244Vll4rL5QyRiGVegAZM44jL+YxSKw63Nxh2I8bd2OV5Wij25nU/AujKwSJAKQ0fHt4jhogUE549e4aI0MsPKgKJCUEVaWRQzNreYH1brdvCWirSMD1h6q3ZeEBMts82cGatFQGC3W4HXRSLMfUCOK2NtcWV9DGMYw+k2IzJ71mWBcuy4GNeH+0UFseiTS5hGwWWUrHbJavS8wGtwhBPXx4NllKQUvoDDLzWilK0N470c++prcB4+PTJ4l27vX/haQTGQ0+s8v50wW+//g7PDmxUi0GxOxzQmtApwNIy65DMldIbu+Tt/uxNoLjbiPE6ILdKvNkcQ8RaKN1e93YtVrhlNSB+MGBMmxAE025CsI5Oah4lqI7IZSY7KReK/YlwQMzGKfhnVtOKIZcdTwTBOrS1cQweZTu04dfXi14IvflqzQgANui0/jn9vvgvxK2bbt5D4+xF40CRf6bY4vguO1i3sJNH6pa/bPaVfa9sYSQPYzbew5yP78+1Q93e40bCcHg/sh02EjzZ2Q7BbcvOK3FgfcZ9TgVosNdNoD3g8KK8Cw+u37HZURsciGNVqebatFnU7I1M/NwgnNTFqJWfueRMqiaAOJhT3GZM3XmuUa4qDH4xET8Hs6wo6wFeHAcEzw6qUZ4X8+Fi658i9jdH5HlGmWcTIIQ5HX4ng5MAacCSKYfen7o6nTdCC593a41wMITS/qoYhxHn6wVzzrhcLghDxD4dODO+qTVe2nWJ7V37fLV7q63i4eEBwzBiHAfc6A1UUl8yVelF/RhNOkZJ+Ci19nnJqkrdJpPIduPfzyqs9heBtRBtkHrkvSy1wHO3IMA4pJXKavspxQifyLxlBOacnwRZ/9rr41VS2cWFVjg9yVMcijBZWluqbRjilivFcd1sfsCnaeoL4ovmF50GMk088toWZfvnWcRV/EebyJYjEnl9tZHyqHHCwzXjfHnAkH6PV3dH/OwvPsNuVuwXhSQK3KFmLDMH2t8cjtCQcKmKOETcDMe+WfY3R4yHPZZaoTFB4oAwuCYROFlqc//ar41RiENt0u2LY0hAnEbEccCElb6ZTeJZW0UcBzZSJDGpkZVGu/2T+kB3mCRw6LrtNEA0IIRuNlCHPR8/gMuymHhYAnSV4l1hH645IR6DajziNQomi7rMIkPkGNFSLS0X6YasqQ0nVe1SBM2utUe9rZmGvRtaa6AP5mhsTzTlsHjpBi70BCMGRmPUHV0dCJ9ERdBkW2xlt7mRZB3SourNfpT+OV58XzMKqueuz7kX6ruzdSkU7vNSlm7kIcwgY4ik7TqcZd9VK2VjTqcHiAgOhyMz8dhwON7YPQLLXICq2I07RGtS17rCUy5k2bFsd2yquM5XKpKaw/DAUIICoXXtpiaUhqgt9ywyjSPGYcBuHLBcL8jzjGW+kDJ82Fm/DIdgKSjX9XC+IpgkdBwSxmAF/MrsrLaG0BQ3hyNyKTidLxiCOZJAZtHxcMDlcsZ8OePr3/4GL19/wuavu2dIQ0QeizGzKs7XEycYxmi9UhGlULbn4fGEu9uA/X5nEYKpMLRgTsCUCJQ7Ktj+CKCum9NTBQzSrtcZu92OQ4MkWjYdrHtc+9karOcBAErJCIF9Cs+f3UHijO8fZjooG8JUc8b7+R2hd6AH29xPBdu647/2+minIGagWuWQDp/1ATvUrbYnDgBAhw229MX+d5tIyH/uDsD/1G30tFrPH1yYhZseTfHJWISnnV5YwUwxl4YPj1eEEPB4ydifZkz7CwQNQxJMJm3SU3+e/P516rpOARjGhKAJLSZwxOSaDm7Tf77xj128MVTESZH8I5tu5wBrjmp+PSZspwqNoV+rjxrtdQAzggHoc2qfFLZVIdIs0lmj8NVIwaQ0aoeAYozrMBD169cVVgjMFn4IcQgfMnxwvOs+e9oLyAo3bt/fWVmrwYZnj+7FNvtALBvxte1punPL7f9tg5P+9tVto2NTygxQn9QSVshIXcLC39mhIvRIUjyK8wI41gLz0z8C6VnO5udqzU/2DIgdex3OJJRtjwZrKPRO7qoF1/PZsm8zgAaRBQlIKaJJ7RmcYKVhQlyLrHZaLHQDScGdrGWKG+VPMrOYUa4zj7WP0iT2bTROkXXudIxoaF2FVAEEZRAW0urQvfAPADFFFng32bEHIzEFEwUMyPOM+XLF9XzBzc0dJAZramNXNa+b54HyIQMeL2dcrwuu1ytub242jaa2NtKMau1wz9NqW19D8TrDGv1zy4YVWhXpdobEHbMhm4wPSoh0v99jLkB9f0aM3B+R+v6oJkHk8NEWnv7YYvPHy1wwDkIzRkwUk1O2SKLZhkv9i7VHp1532Br47cV6IcnrC94IlnPuBcYnsMPmtbbhBwRttnHLGnibgS3aCBMVwXfvT5iXiud3j8gVuM4Z88sjbvYjPnt1ixSHDZNKEBILctUG0UhjhB1iQgwJYdyhQVAaIzrv4VDVjWbTBobwTe0GwCLkrnTqKTus8U+lGy1SXhOagGk3eGCHNHTj3dcoxO5gybR52udBTR2ON/WD5E5hnhdcLjOu1xmvXr3CNI12wDgPOFkjUSkFkw1icafhOlhsOoIZDrXZtGrdqNaxrJVF3eZMGBttqdprO9uXO4mnhsAG+khA7oqQ0iGZEB0WcxaGoFQbmxmDyYDAnLNBFK2hGSuFfTkmSCah9yyIsBOZBnVd007h9eu3TMrPS+sZsNdRbOSlrhBcz0LEHb7RmC0wgAm/NVP5DUGwP+wRh4hi3fm1LPj2wz2WecGyZByORwyJRdJpGDCOzNZradDzbIGVrWegYGQxJpxJX9F5B28QNNVd0wPjQzUYSAKkkcBQS8aSMzFtK5RzbCWLtrEyyOk2RhtO5zNh5qqdxv0EljTHPgxkEnFioNsEsmljAI77HVIUPDw+4vr4iHffvcHLF68Qpx3JF/4slhFaKRI5DDtM+yPuv3qDd+/u8XD/iFcvP8Fut2cmoJzA11pAaIoaTEbfWU39vMuTvdDsWVe1YFXAjN/3hB3wNFB4ktBYQwSp5tc8Y8kLnj97hoaE/OuvEcc9xjEhyYClFFxn6svlnGn/4lq3/RcD6x+8Pr55DXQM0TTLdeMtIYHj/Jp05+AKhJTmkG6ctk7hh6yUeZ5JU0vr1K9gTuVpQXQ1FE5RVADSCjjJ0RYc2p9RQwDCgDgGzHXGw7Xgt9+8wVK4cXdJEFpDvtn73TFKE8JZ2ioLrY3sDTTKTqtyWpIKGRACQWgKrZb1pGBS2c3Yrw4jMDJYdYc2ke0GaIAFxNGF7ISQURMAsaJp2RgmrFGWKo63dz11LJaa9oPVDRL1kjza1wZcrzP+6Z9+yZpFY+PR8XjEzS0H0nv7vEfvrVYUe57EU2N/Ttp8NgE65beUbKiEZ3bS76HjnubgdJNpOhy3vpeGkQJ69j8z2MEi6qeZasUwDhjSgHa9AmaAgn+4qn2eFWobCAI43Ba8R8EbvXrSA3cSDkD5Xu0S6f7cLaP1iBZg3cqfnQeHHS5tnJvQ1LJUdbyb3+POBkEwjNa4mDh/YJmv+O6b79brqw11t8Numuy5lr6WEqMJrwEuFyEGx4n4GFPW4fidwUggnh3Y3oQAwjMiphvOwAZdIE6sICrm3Jt9Z4hURFABiklNByUriSyd1X54IHo+n1mKC2J2R80mKSQKxpG6SzlxHnidM1qhknNKA2ojzp/SCDF10phGBBlwOS94fLzg8eGCy/mK+bJgN4x2L8J4zIkW5kxryb1721+WZEEbodilNE6ZNHFBnqTW931XFVYgxJWoMqSEaRLMFwYhyabm5WVB1oLaYH05e6ormN3d1mw/5vVnOQXi1Mb3VfSUPVijj8gaxXWD3wRi9MGevmxTJl1H5vlYvKdFzHWB/tjLZwQwCmvEN3V9i9sudmVyoHepBddS8f2HB4xDxH4a8eI4YUwBy5KRgiIFj+hIrS0evZv+DTnTbJqppRA9CqljzK7HE2JgVywcWnDDA3hDXLAu4jVKtElaACMxg27op4TFPigQI0eBGi3XC6reqPJkxizWxeiF7f7jhgZyymujc/76q69sYEvA8XA0OQFKFe92ozkeN3ym2d7WWo4XevWPPLhKqlcHatAdSnvSZCYxrhIRTyAkdAPjf6VYaaaM4HU9XFiDCS9Qrpk52TVbo+zemASG1skHQdxhOR3WF1FXh9CzPzx5bwc+YgenLCE0wxuEarc9aNAOHahQndZEku2r9cmaiFDWI6bQDWTJBfcfPiAKmTNaG2He5885g1mKSbkIojiFen1OvDs6IC9gO8TVYbUn62BnGqZNZdkfiQMGz9j+iClR9aDV/l6xOQwSAlJlwBRUUS+lB4juTNX2LZtfjb7po1U3lzMMnIs82OjZVipaKdBaITFZ1tc4xx3BFEeJ9ZdcrRM7Y5kznWizM6jrI1rXi/ClQ6w8u2ENVlRRc8HSGMmzq37NkP2jug3cPFs38OSJZADas6daCkozETxhViEhIOdCNYBNwfljXn/GOE5FTJzsM18XFnpCIPVPC+KQEBGNDeSbmRedl7wxsDYLIFPbJKUBw8QJXiGuM1BdL8U7cGHecvV4DrWE1TiJFXwsjRORtSnE+bsQhGmHpgUf5ivi/QVN3uMwkS2wSwG7MWAaBPv9gN2uYr+f7GBEXPKZEEjOuLm9wzgknGdyvcUUC33HqCa0il4wZRgGw4cBLyhGEaQoawMKeFiojz4jxoi7u7seeS3VnIJYJhYDUGy6mxVWgwSUeYFCu25NDCD2CF5mLnxWKaUOO815QckF0ziiFjqb5XTB++uC3/36v+FHP/4CP/rx5+S5e3RdC4pr3es2yyEG6tCXR82tFgTbrN5fUAufk8sFuOJkaw1qkh9QRYwrzuqrpQiEXiC4zoQqHh4fMe1GjNOIZ8/ubK9WzieulYNfAEA5KZof5dkHI1cVw39FIIWYrYSIkMxcikmyuXFneMwoURu0FYrC1WJwpGnqBNI3m71t7WMhbNMa932rGaqkE289iRvrpuwnmEZGhfP1Qkp0E6AJWlVczjOa7Y3v377Fzc0Nbm9vMe4GxDHa1MSEw/HGJZKALAi1dgVSNkxVqPIaifvDmuJiz+gERAt4Tq3nwZ4LtEKDD3ESSJi6xpFZOtQYoK7GPLGIi1Yhvp4CSGAnP/dSQ77Ofaoazyhh3WsrWMqC2wP7J5Y8o9SGWhe8e/cW12XBdDyyU9mE7UIIkEQxxLwsOOxH3B73uDvuEUUxX0+o9YhWo+kSGcRZC6AVMQJZGhSczwys/TNOJKi14HLh7AmxzmlPJZyFNY0Dsg3L8a7sFCKuNWO5XNkJXxcMEVi0UgrHpgyyiS+tUhm1YambcQUf8fozpLMNj+2ZADh8mlzOfuOAoA+C6OGTFYA8rbfoBGqCUj2itUzCMV44bcsP7Q8cAtA9qrc8WdgFh+xcmx/iUZhY8ZnA41IVj5cZHx4viCJ4PE5oLUKbdSRCcblcV2/dm7EsynFxO9gaeOSpjCgowaCOVPe18mldRHHV32a/pdbvUdFqhg+QD/bQ+/qo+yAxmMSeleG7HqFuzHTPznqU3P8e/TpjDLi9vcV8WbDMi822QBfpm+cZ42DFa6Zoa6aiPf63a9lkWBYtNW+OsptwAmqP8OAR2PpM+wAm9aInYQiuFWdL1Kr4/s1bPJ4u+PbNB7x6dYdnL27w7NkzZg3NJLjVi9jrHurMJvvKVVrcnFDb7OdWLVu2CPfJllxrC9oqn/+WHmtZI6V2pK9bsIJlbYpWQSVctag7GrHA/6eAKVXBlTEFghyoKLwd6p5ixPv7Cz68f8Q8nxFjwjxfEBIQEh21nw2/DTVGDfeXFYxtPZoarVK1S26osqazPnb/l03H9Pbheppq0FNvBQlCgcIQIRFcK4O2YhrYFLdFDnQlaHBADQw1cEiWmXqUgGEc0BYGF5fzCQogjAOGwGFDm9Sxn+H9bsLtzQHPn99itxsQAoU7QwB82lttrRv+ZrYgxMBhY9rsI6sRlgmJDqbm7AFIXxvLMleyjSDnCgl1RVmsbpuiKS20gtIUSI6YWD3MYFgu01PI/U+9Ptop+BDo4kwGla4pI+GKZkUlDuxeJ6ox+vO9wBTXseMt3dCXh2dnTUGHYVhrCh1mkW6Ig0EqokALgqaOb/K4itZO2ewLJAJBRBonXGtDPV3xzdt7LDnj5jghl4QyRdS6YFkYJR2PR0y7HRUXS8E8X1BrRimsJXD/VjMa5lAaUGuwISxAsxoCDxiNW7LMggPipW9wRlELap6hQbBcyYiIPMncuN0IW4HUshnPSJp9pkfJXnfozJ7qn8Hto/aMxnHEF59/gffv3uP92/eYhpHOQgR5WXB6eMTt8UAaHdTHOT9h/vCAGuyljXQ/9X1tw0Wi9IMcY+hGmE5DOUnLbjGlBEVDyVdLtRuSkR2ofFtxvRb88z/9Et9++x7/+M/f4xf/7kv81V9/gS+//DFiiKi6EPMF4OmBik3Ec8opdw3rQEppDDqiarTnCA0cqkLmFnVzfPO6Q6D0ceEXdQKEaS1Fd4TSs2myTTjBrNaKkjkBLcaImEbbExmtrQq8QRgVj+MOQQKy6em0Wo1dNGC/P+CX//wt/v7vf4PPPz9gd9jhdHpAGgTTxGZTmMQE7O63DZAiZAi5i8y1Yl6uqK1hF9gNzKcY4TnMms03qBJNAECpc6y2wMCprpzqjWBiGk+tVg7yGkYMIUAzRfSan6FmpAVBhy4BWPNrI3RrTJ5pv0PVK67LjPv797jMV0yHvUE4YpmXElYSQFTx/PkNpikhJWcyBYxjRIyC2hbkXFEKhyYRQjW4RiJKXWgLPYBUQEA21E0aSBd3tQYRBKywfBBSk1NKeHy8cP9Hn2Wj2E0Tppn7IC8FlwLsbibuwtaQl4wSqkGB0tesfaRj+PgZzUsmqyaYRDSkU90oscCbmHYjlmXG9UpP79CObwQ2C/nwGaO0KQ1KsXZygBxdQFFKtvNGp+A8cM+nt9Fe6EMvfIMroq4S0nwHoxOgwUfZVQ345s0HPD6eMUbBZ6/ugOfsSSi1GaY/ssHKudcWXbTWoNGvKRAnlYamZCQE3dBUwZ+7JC5dn6/NZp20GZtGMJgyZC0LWskQhH7vjGAtIjGnsK6D9IyMReXg4bcnGT0LC2Zctwyw/eFgm3HAYDOJb+7uEFLCvCy4LhmjbXQXhxMwklTHf82xkz1lUti1GubJdSmtQKuiVDVKb+h0RedbI5j2DhQNTns1gkJtKMsFrdLQ3t7coBbFvFS8eH7EzgqaNKLYZFk9xmRgo+wmdgcJW2WoouaMsiw2aS/BJ2x5it5HOJqz1lbRSsb1cu4Msd040sC789mcC8+Ul3nBP/z9f8bj4wmPjycsc4FIwM9+9iVevnyOH33xKYAFDQXaihW5G2pbgBAxjAE5N5TcME4JrY3Y7Qe8/vSIZXmJX/y7v8azuxvsdiOGgQb9sB85USxScbRq688t2EO1/JERr8uICHs8ghm0aJn0mg0APoO8Z0me5WHTJAkfVrMyyTzbZ5CT4CzmYH05rVU0M6i+nupnEYShB3fupSK3hRB2JYw6xIghBNS8YLlcLOLmXmgKhDAixNGmsQG1HZmVCJDnC6AVKeyw1gZ566QJs561pX/WwgA4RsqFDON+QxMPq03re8+D6TXHryaoGCQiDCPGsWKadjgvM1wsErYmTRXSmEnzEyhFI09UCv7l10c7hdo4eBshGh0xGFa+0Xy3IkdrVOcrnub3yMG7VU0eGL7hjIJYazdoKwOJIZ3jm4BlBh6eYo06/HB16QWA9Dl1JVJs3kfj0kxf5OEyo+SMN+8esJsG7HcT0XdVjKlypnQ2GqPAdO/FElUzs5s0rTUWFfnLTktToBVixZvO2R/2YbgGSqcBgiwer1ey4cWNlmcNfpik9wzUauySHx5YrT0rEIMAuMbuVJgtQIEUEpaZuvjjtGMBy2Y3xBCR0gbes/VipOnPxSEPS2uVGkR+Ob6Jm1aIGtV3oxZK5MH6OFVQGrO84BVblB4BBRHcHI8ABLVV3N0dMBlXu0NUWI/desmUDk/9v41Xbvi9z+lNJiMu5tBTjCYN3fofh6ZaY6FXG/FwDEP/zH4NdiFByPoqpeDbb7/Fh/f3+PDhEQ/3F7TG74EGfPH55xCJCIHrxZVtZuyaNxcDwrGMw5gwTSOePz+i1ef4yZef43DYo7RsInSufmxaXs3CrScoj5N0pQd5T7IBXYEhs494stAdCrbz4b9r+3TbeAkjrMCgOeFBs9qEwaIWdSuajeld93WDkwkS9YSAjsGvtHfOkfAZESXMZg44q7mqIjU2K6UYoYNit7P6R/OhX0CbbC5294FOkHGKMRlXvSZtCxNj7E1p4udV0LMpXy6xFNqHkPW5MYFBU0o+NyWb+3NGp6+zTbkTu7bNHI8/9fpop+BiYsuyYBgow0Ctfx6KeS6QhY+mGnzU6so59xsarKhUcoZTEuuSOyMlxYhkLeXMRMijD0pqZ1+YnrF7tqAmkqZgYy0jk+C1BFmdE3FUIKQR2hpKqwi7Gyy14B9/+waPlxnv7k/4Nz/5FHc3O+ynhMulQtuFU8cipyd5YzxlJAQidqocjgkBNc7duAURKpyW0p2lDAMHwXdGixnKRt35XAoNmum10DcaftqdHNDQepTtKXPNvMItp9+pmq3UdTPZhpIkPSIZx4Dj8QbDMOK7N29wPl1wseKXKLAsBSFEjFPqDqoavVdb7foxxbDXZckWNTMScxPCgiRZbd0wdMNJGeOqwJs3H3C5zvjw/h7Pnt3h5fPnuNmPiMOI/cSMrg0N//YXP0dtitP5gpjINErDOoKUWlZCfSooalt7Z/b7PXLOOJ1O2O/3PRvMy8KCqBWPW86oEGQFC9eqZrBYGNXCP8HpopvImlAMjR9HOiaENGA2vHu+LlAV3N0+w/u3F3x4/4D//X/7D/j+zXu8eH6H16+fY7cbsbRiUFLB6cTnMgwJMQ44HPfQCghG/OhHn+HFiztcLz/Gfj8xotWI3X7A/jBSNBHM4AJs+l8UiOHmzgaSMKBWQS3Et7UBeb5Sgnz0vaUQ63qHZTHbTGGtAfi5tRDbpTJi2hh5spUkBAwWoLWcQXJ5Q1lm9j/MV4QADMGbV2F1P0Efk2bGmHg+z1sQQZmv0FJQlwVhHHvwkbsj5HWOQ8LS2PMyV1LAh5QQ08gAJ7COSpE+M+S9rqk9gvez3V89u2i0HeKnEYA1Eu52e4gEOz8M0hBYKzocdripQAsDECO8E93toTpbzRyPZx5/6vVnUVKdfphzQQgcBiEWleRM50DRJe6KP3YhzkPfBhPN+P/uwUOQldYFQ8VEN5lAe3JNT+O+bRTTY5fV0PTMxbcncd0YBsaSteA0V3z//hFvn90AENweDthpACRRa51IVpcqkA6VsANUVQ2yYATvmCIiGRWi7HkQEWBMvgqwXB0+G9YPC2s12u9NLdWFKjnuQWiMsG2i0t4s6NG8yKpXxWdBFTGYOyMAAQAASURBVMhSCg9KSrba/KRgmku73Q6qink5rNGuUFNnXhaTGAecJ14Nl4VyQLxHzxJCrzN5lsCDEIxavEJtgGklmYF4PF3x7v09fvnLr/Hi2T0+efmA1y/vcNiNuD1OiEJjMe1GKATRCuE+PrI2QiM00KGTJsQzUFkNFRlSDU1ab+zzyXuw7LUarOmGTl22xPB58sgZ4QMKH6bU5z7AaJ4xIqaEZWHNZUgJOgExDDjuRyzXhGWZkZcL3n3/PV48PyLsWeMRy65rJkUxBdOlMmfXWjXJhwjoaJx3yzT93Bl0UWvp+45sNPQ+BfQ95Qtl/SY5QxUIcYAEUktDYOpA7oGiw2TuECx79P4EUod9Tzntws8157L4lEGJaplFQ0wGjdqcaMut0bWvPNzeBkMWuHkG20qxTuHQm/K477wvxeZJCJEROO0esma+qJ1KzNnIhlRsjD/tFq+HjMOKNjTE7iGeFoKrE3W63ZIeNIcgPeCqxRh5gUw2Fd9bawYDrJnfx74+npJqKXGthFJEAo5HzliOMVl2QN6wK6b6qMlt30G2oTnA6mS0GjXS3udZSDf+PZV6OmKSn8FF/WE7txqPfVvPcIfgmuU+DB6SjCNNnPhxOeN8ucdxN2HJDS+fv8DxOCCkCQ2kwokNwI3Noo9AnfZa7O+NiaDKRhZCEoyigiiWyrQvYGdGRTue0Bo3goQIhATVityaDQUnZZF+RDs3vZZVTkDhzjtbujr2aHjrFHLOHf8fxwkxBXgfhdcXhmHA8XhESgMgoWPnzsI6nclEGlPojKlSMotlIhjHAXlhdjYNU8dS1Y2GRTLeb8LnyCl3tZoRCRHvPzzit797g//j//jPeHY34ZNXe/z8r36MTz95ib/793+DlBQIijSRzjrud+xHCILH0z1KK5zHnAw2SalDPj7Y3mnQqg05L2itmlonu0xp4EhB7OqzAwMjjpqMSCFiUTqFaRoND9AOPXkME8BZ1jElpGHEHFhEPez3mMaGadjh8fkNgi44nytQL/j6d7/BT778FFFurH+yQUtFmRmITWkAYgVQUetihJDCSHoIPShPifW6nBeeCwQWsc0pDOPUGTBPzml30gxM5uuVxi0OEAmrmJvKOh3P4cQNIwgQK8ISy6dRDVDEFXGyhfJ1F1WEaA5XG+IYEDShNGamtVXOiICi2vfy3JO9lQCzM9K/o+aMKD4rwrJ8sx21NqTAygTp2hGQSM0o+x3aAkUzB5oS9ZKeqgaszDKFabEtC6Zpj6hq4oGrmVNQ8t4zdjUjR9kPMV0l7tX5ekWrK+TGoCR4bLnCcptn+DGvj9c+cvxZrEswBBqrzAsexwHDmDDP1+4UGIk8nZfg0q7n87kbcDFP6tjtkjNubm+hjZrgXQcEwZxS7pt2GEa46qo7REIkVvg1/LG5VnK/l20qJ5sIJkCGBg0BX39/j/OckYYBl/wJlvoMr14cMUZBSISnamkYR1iPwIJWM9Catdzze6Yhdh43i1mRBgMeuZnjxIo+eYS8O9ygFFNqTCxUjbsDWq24nk+QyjRRrVu6akOwLnN/DtuNMc9zbwQarG6zZlYNKQa0QCotG6CIPw9j4rMzWNBhq2CZTKnai+YehXPjzj07rK2xP8CaGXtGxIeyPpfO3fbMsOB4OOD53R1ePD8CmvHh/SP+4R9+jbevH/CXP/0CN3d77PYjSmMxfhgCSsts0qqMpMdpoixJCLZOAdNuj5wX1Fo52UtJteb1qc2a4Np5ZByTshgOIAjlL4o2tEqKoNeEWq83WI+CWPe1CBQVS1WkIWOvjIZ3uwmfvHqJ+Toj54z9LqAeE3bTEc+fH/H8bo8oDa3M0JpJaqgVo9doSsVcL7hcL9xrPVtt5gzi5sxJL3Syurc2OCk8C17nKnQYAt5PETDtdogxPd1jncrr360mj6GoWgHwu6NN+wsKw/MtK27as2IIexy2MzxItVW0yoxl2u17bZOBZDGY0k6Qw0p2tpjZr6GzuCVuAII4sMeCrkS7BmCaKMPfytKdhFqQQEgroDXLroEuz0M7ufZL1VaxLAXHwx3UYNi1zrmuIZUJGrwaVk2VoJSKjMVUBg5YTguhv2AaTpZJ+J51iM6lVT7m9dFOYRtxbyf5sAu1ADJ0Q91lLLxqsnl5RVyBVUjNf9Jgui3NtEVkYyzs323T+RNNKaIWrA1I/IsVirD0a5tCMWtYUzN61dDfishI6jQvAK74/fcfcNjvMI0jjscdgAgXHxNhGg4Qp9dqGu1pFVGTzbChpoRF/tjAi55uy1rQi2mksNlckBcgRsXtMXWYiUw83Tg4NfbDH26AHvGZIwgxwoXoeoofPDLyZ2v1l8BZ1X3FpK4purokiUX9GwOxVVTtMAR6ENmf4xp0rJ3k0tdEMQ4DDvsdXr64wfl0wvVyxtt3D0gx4Xy5YHccEWOgvHBTJIdQOgxJOMe77xUCmEJsqawHuHJsNBVX7VDACseRPspmP5co6RBLa6gwxs0GxlO18bXw7JU1IM1UBU15gYJO/ObmiBQDzifFYT9C6w6qA+5uD7i52SNYc5xnbK01DEbh1KbMiFrFaL0LUGeGmfKAExs80BKHRSKCsk+5T2rbvJf/f0NMMMprtNkq4muANUomZESyRAV69i66MuTMZdl3ep4KEkTMIPr+4KhVuyZl5uJ0VgjY5Abpe2cLH7HQKqjB96egBe37Epao+z1uheoCPAuKyEaisKKLPWtmGf1cdeaRB6Gwe9lG7Gpn2NWG7fu2CrVY7afvv1IKisGG0zggXCzb94VW9M/oFsAzlz+wCH/89dFO4XK5PLlhX2iv6M/ztf+ui6Llpdg1rRr/xaLG482NXTj52k0b6pIxjCMG37QISENid2ervfA3Wrah5k19SpuvhAR/uJyx67OIV2oc/+m6/WIGgotPyAYA0l5wrQX/8KuvcckF7x5P+PDwAbfHCZ++OOLZ7R6H3YDzwyMNQqtQy1imF8+AYA7H6g1pGKifVD2rYSFVlHBmKaYrnyKqWhocRyznjF/+6iu8fXOPx4cz/vovf4K72wM+eXVHY90HbTS00pArjc2yLJ3f3OVA1PjtiZIcao7XIZNoQ2cCSMW8muaPAhgSxzi2aO/zlhxj3Xj9IIDQnA9YERGM0wBn5/vz8sbFEKKNUiQ2X0tGa8BuSkyVW8MYG57fTvh//U9/h6+++ga/+c1X+PbbD7jOC373ze+Qdorjswm12DCo5lIrilos20kjuCGEncUiKGo70A55NyRBTPjTNLpMzI/rB0DZHdt0QEREjEDJBWXJvUGOMgQ0zCFYwTZZQVCBUrk+5f49pv0eKY347NNXWOYF5/MJz24SlpnTvG5ujnj1yStIAM7nR8KSuSAvGePO5Vsyas5YlhnJHN4QYweVTWuAdRYJhqEboyok469Jv1bfv565OnQUYgJiwBCGbrecHSi1WzEznh1wMufK8yjBvzfA23tq095VPaTECLm11VCn2OPpAAaY10u2JrKKWtlUG80BQLU7mWSwoSMEqkDASt0W0e5wXNDP8bbQta4UMsIgR29OI/uvqYIjkxkMeobiJI+ghK9iECBtnGKtHIwUyXgSEN6LpSGE0jWUxmFCDA01CKIKxiHieNhDPpwwLxfs90ezJ7QrPOvSr8H39Me8Pp599IPIVlW7FK+E0PsJpmnqtYd1OLs8eR9k9chiWkQsRPojd/1vXaMVcaMulrJuHIGsXG/4J1gE4N+91iM2ypv9srRvboX2zdCMSVFDwsN5Rnr3Abd7YvxTVAwBCNowDbw2QitkFp0vJ6Q0II3TGjFFS0cl9KjTpQ1CsMHtUKhW+28WwK7XGd/+/h3efHuPD+/PqLPg5YsjBBmvXz3HOBzAaoAV2rjQLEICa4QrNEatryXWUyLr2vHXPFIhddaLrSq0JZSlsLVrACG6trlPQJv0zsreqyFeZ9KOhao9bwA9c6FAYLFmyIqgBUNsuDmOeP3JC0SDW8YpYtqPkEjhtM72aNVojDQgaA15XkA0P2KaBkaOyrqShIg4rFBWkPWfrnH/JOq0+JlqqpYxGmXRocw4Tj0bhrF4nMocQOyEkaNHk4plmVlYNhh2vz8gpID9YY9hmuCNca0UE6Tj2iuwZgHoZVH7ezsrHuXDuavuHKJBehtc2ouutpc88vdnyeJr8+Nq8KgHedjsp5X5Fy0AkLDpRbA9C8umtpCH2wi7BKzwa08F7Fyv+mLdxqh2CFStJ0n7fvczv2au7v7WBGENHrt0vs1RQDOKaF8Tv8Zmz1K6U1BViBND4OSbsNoezyTb2mEfOlzuGbugqw+Y4xpCxO3thOnthydkniDCfpMO46Hbuq0d/tdef8aM5qlj925ca6cYSseNp2nqmYITO7bzd/0KFWqHJKDM/MyYUk91FitIczH84fOBrUJSjIYF3rW7FlKcQQPz/IAXywG4tr2s3HVfvWaEQZjWOiDAuMeHy4LrcsHL2z20FSTNGIJCWsH0/NYa8KzbuxU83M+Y9gfcpBFwnnVMCFEQEoi1OyPHxmSy8FZRtWAII9I4YFkqzqcrvvrdd/j29494//aKr3/7Dp9+coPDVHGYBtzd7IkpAnQ6vtkrNWpKzuz8NHjPm4p6tGK/L1g3ZK0KWvu1myTFBG/6gjnXgEgIoGlvYpzGoT8PHzAvkG5sxDK04I64KcdKwo0jN3AtM5k+NUOwIIWGaT/hML3C55++xqvXN1CpuHt+REoBpcye9wG1dSy6gRDfdTkjCJvPDtOBWUgx+XCjXTqlln00Yv0ebX1WfuDNKLVGbRrvGl/ygrwsiBIwDaP1AETKEATqOpGPL4iD9AE5vNaG8/kB18sV19MJh8Me026Pab9jPWQYoVohrWLJs50h6fh/jMTfoxjDSpzgYQ1VFpQg2D8lAK7FFAf0INMcRJfhcIMNdwjBzooFU4IVfu3BBM8XAyKfuRHhDaYdGnJDb5l8Z/Q5ZOSJB3RzPX4yxZxsgzYfKLXKmPQu3qaoPrNkjTs780n7Z0rPGABzLlabNEAQfputVM56wIrabNWcHUp1+NFjzXWP9/zpKaRkgZOfw9UpMiPhGQVCSnixf4bDt28peWG5XIgRLWdks9OQVaH6v/s8BRGyiWJMyHlhp2/HJb0DmQWWnAvyUlb6aVhTOcpLK6oCS8morWKwWaK1uijUlk0UIOKdlDR48zxjv9sh2uyFVffIH6R2B7K6StvQwaOKNTIG1siYcAEjDIkcnIME45FXfPvuAa0e8exwwIf7C5brDGkV45gwjhHHwwECxen0wBb0ywX7ww1iEFxOMyl2zsc2aEIgqJTqA5+vyUiXAm0Rd7c3+J//5/8n3vz+Hd6+vcdyPWG/i7i5PaJpxen0iMHmG6iS9ZLGATfhZs0CuPvIioJlUto6LVDB7K429i9wDgHZMaLWbBjFoA87jM2u3J6ZwzWtVjw+PmJZOIvBC5wOGYSYLOqmxHM1o2YPokfNqgWtZdSy4LBLEEmYplvUCuSqiMMrNFQMe2rBtNpQF2N6aeBcjBDJV7eDGc0Bl5JppIe02VeEQAn7AE2AMSWgVjZKEXzpWWjThsuJ7/EufxZfCdnFgbAOrOEIgfLUIjS4UdbJeD5jwouzCMKu6XGH27sXlp2scMg07emQarazxYCGAbhgyQtCjaYOSnkFBB8IY99rz8JVRrsD2SSBfkJMBABNtB+aruNk2aY69NIzQfu9YJRlm6sMEdt3lMUpjcyamPisHCEgK27cqI5uzrnnRyEAmiChQSJ7LVSpKqASEIe4ju91pqOA6zt4gdyMslOEY0RI0c7FNoPwrulm9TVdn5lalmSG3IvaEHR0gn8EFLKMiENEMBvpnwvlMCJqXznjSjAMEbksWJYrECdEITQYLVAhZVXAIas88ufLBSFSSrt33H/E68/oU3AFy8hCV90UfNUbx8yzqxtn9BRb1T1t679HnZbtJKdVvsK/U2zwycqQMZhGKavrcMcfpEb+MT90DLCohhcGL5zRU1u6JjR+XuTSENGEaerjZcGUBlxm8oylNZwvC1RhrKxonchkJ9RSCOMETsmKuhoC9EhO4fIBguC5ikUwinFM+NEXn+Gwm/D8+RHn0z2CKPaHkZmWNsppAGs6LGJzDVzm279SOgzQdH2GjSE7DMVBrYpBBN6Ubbuf12zXblocPTBwqKEq6bDLvPRU+mnRn9DBtiDtz8YeMjw7gd2Ts1zGMaJWQErD4TDREEaTvGitCzTykNLY+H97sZUKpStW7UVIj0p9Lfw6JSQ2D7Zmzjz0a6yNBqEZFMiaDNbMyLH73pRndSzbmyuJgt+dUsIw0lgO04Rxmixo4vhSuHRICAiIPYLsmzzQKZBtV9E09tqIh8n9f+JdtaGvtpMdLHIAZPNczJltn5KfP/967mH1fK2/rz/gDhGj24QunmnnghAR+f8hRJBMtAFDxM8GbF2VEJiYPLZDYoAVjxtgrKZN65Kdk41xgNdTrP5j17edvOh1BwiMtABba6ZMndHlZ65ft66ZmNkVyFqXXSGvH8w9seVj0GCODRVSK7XLdJPVbNdo+zMeTHycS/izZjQLpnGH58+f48OHd7jOFyzLzOheFYfDwZrZBJCMBu0yEUvJvct5RLOiJyVep2nkogowpQktuJaMw1Q2ThKCeZ6tR4Ac6UVmE1zDxhO7AeTDXPFH1/cBcX4ocsmIiR43d7hKEUNExMaZSYAMe0gc8Pt3jzidK1AD/urHrzBOR3w4ZdQm2O0ntJoRRHDc3aKpCVa1B+oJ7Q9QHVChQErrxhMasCQRggAV6qq0phA0DBF4djfik1c/QkwB1+sVyzLjfD51yCA5DTRnVDSg5Z4VSACS1S3UhpcQw2/dSTYA1daY9LkApMT3dS4+8XOVgCrckAGGx0MQpPR0db8/YkiuFUQpBcIwCi0VAtY78kw6KEkEPAXuJMZhAhDQeiGSVE6VBgkV4yhQZWORVDac0Tm6TIpALRILEq3JKhjcIaBSKRASHcVODsi5YJ7nLtm+O9whTQnHYcLlemHwEEcEAYYAqNFmydXnWYkOq0ZjO4XgpwEuGujDg9ZmUGYwn7x+3ffhMDEb7sKRLSAZ5HBZKFUesM6HQGuIysSoNTYm5loQlb0A7oRCaFwPy1yglNl2M+QwOWvv2gvU/LkBs6om+eJMnf5u2OnrwZcqXFAWLdjfumw0FDH52rC7OohiWS6okQNyaiGLzGc+rM2dJiQXAiSyEK1S0RoQpGKIDagZ0ALU0h1jqQzUSim0LYMghBEhDEjDDiENkJhQUbsBpy2oiBK4b5SMLRHp+D1sgFA0SrxwMhIctSm1AQZf+nAfFe16YauMvAW9InaGBUMQjCEix4jzvCAXxazvMV9noKnFvmK2kEt83B3oezbw8Me8/ozmNdYJ7u8/YMmLHQQXLnMmULEMgJhstGJL2qRfXg8IcehRUs4mn5DCkyY5wCNbrFFVCPgDtqVIh7JUFdUFomDdnGDk32pD1couVRgdDIK6EYra4njuUKhmyOaaME7IUHz34QGHfUJDxY9f32FWwfvHC/ZTwmgjHhmwrHIKVAoN/ANr2LF0XC3lFGEhqlkWEqPf/8oeiJEOdRxdWI6Fxa1SpFpkrFBL+8G6oGGdfbqWeQ1pxA3awAlVruHijCAasbUmhO5wZD0cTiOGYpxGDEPq66i19QBi3aDi8RP8IfdOY19/0LgSDtzUS+DZqb+dEbNuAzSszCIjoxhE1shkaYKGhtgsSG221g00Nk3x3bffscFsZH3A5V5YmjJWF5xtwv3jtSwxuKZnCG5ZxRNVMwalosbiPrHvQV//Uiwzr9Y0aWtBrN4hDO1h5bbJ05u1/O96UV8iKK0Qn0bCWCPMLY1x+xmifgObqL9ngOIfssk+3BwJOl3SL5dh0IoNuLM2SLHVVZ6+05ltr/RPlQCRZLZIcD4vUC2IUnHcDxjSBLcBUom7bwu5rTbEQdaGW9tAzk7sTrLTUHn9rr6wVXHudRH0i4MnBmtBmCSKWo2lp15o3gTEPmrXVm9VhrXfAZESf04kdETWLEX6lDrCgeuI2I95/VkdzdfrBefLI/neITwZm+mGfDuHORg9y+EMYpsJIUaM4+7J+3jo1wWiDIQP5eFD8uKfyw33TWTbIxqu3ubS/24Y2G3ZGlBAfrcrK0bz0LWsss7o12pUNT8YIVJmOexQ8oxv339AGhRLW/Dppy9wacD14YQX2KONCa1WDEPEbhwMOzW8vpH9QnEahdpG4VwUl0P2KGrtb+ASqGnVkAY8TsN6zcaGWPtHbFnUCmqi0ECpbha3zWgFWLSj0MZZt+umJ0uqxXU9+EAbnZ5lVWJF7FgSRNjBPU1TL752KMNqDiKtQxg0cCu1uc/WgB0UuMHdOKme0a19Mc2meKmFptoXAJDNHFwfCD9MI52mChD5u9rUCPWkK5Za8NVXX2OcJtzc3eH5y5fsG8lXe2YrT97PnNcLYNftGLtVcjpDS8zJtlo5/ztQYt0bwVaH3HrnOZpuvodsNZ/ax2fOs+DPzX4T6PRKGolcqNEvISLGzUaB/aMbX6z4hX2W95LAzyGYbz6BELG+xx2TvbtDdP3S/F9gGLqIDTdyY1d6QOi0V29o62mIBxMm8fFwf0UtC1QX7L54hd008n4a0AIDLQ2KKHzGpVRMIdjIUUJp1ZROFdKFIvkZ2qNxt2nuFFhz8/1pgZXvc1F0nwDKoFdj7Plz9pnkrZhTUAsCYNBoqybMpysYZM+rWvYdB1OOhZ+lhly0n5OPeX188xrMSIe1OEMIQp8sRNcrEmdviKlirj0O2kzuAujwECCdpcRKOboH3FQvbPrbgJzz6kwscvAIdByn9bq79zUq1zDYhqvdidVaqRtjd9rpmu4QhBsODWQxjBOmZy/w5nTF+9MbxGnAq2dHfPH6GdLSkFvGTSIrRyIQE9dhXq5oQgprP3zCjEEA5MZDPsG5zo5Xoj9Un3YnPWW3tc8Kdc11jyDMeaRhlaGunnV4xhbYC1JYvWUqbPBDrQVLLmh1QIjsgGZ2oGAxHGhljf47p9pmb6yGed0f/vwlbCPata6k8D2kK4vGGEAAI/1STVRQpBeOPYtcqXjrcwxK1s9umHCZr1hyZsGxMYq6ZtJSi91/KRW//vVv8P3bd/jVr39rsFXC//B3v8Bnn32Cn/70R/1+yX83o+sxrKy2VNUa1XR1FMDKVBEB1QAG7wy2aYU5Iyg6Y4xyDYBFC4iBEKhHnaoN0oA0jJBhIHuuVpRcMI4jDocjllw4YrW2tQu5az9JD/6bjcj0gEzVcy50VdPVyVjmZwbnD+jn9k//qdNkq27OmXjGAKs52D3DqLv2XWTE8f0lm1oCQjfOp9M93r/7gP/9f/sPeHw843q54v/xP/0CP/nyE/z0J58h2Tje+XJlw1dKfUjU5XJFKQ0pTRimHYZxQm5rRuOZUM48FzlTWsSRD9YehMyuDVOSowLquscVEFS0vEDL1olYUxwPFZhGNEirEGNOtVKwzAsu5wWIE/Y7Oo4AsqGgBSGuqsFeq6y1dnWDj3n9GYVmNdjBsgCBFbQ23s5DTFnxUsCiUodkmkNJ5k2BnoJvN5TDUhJCN6DcP0+pWmsKyQVXGGTji93w5LrI4y3rhkT/gB4weWbip7pDAoFDfKJBOcuyIJeCN+8foVAcDhNEB+gYMdhBQmjYh+FpZFirRZi+prwR4retO9a+7u7wepTmG85nR2g/1OZNewQVrYlJDad0gqhHdXwGToNzuGF19LU21GAd28GpgP75CiB0zNvlM2KMTwQN+T26XdyN09g+By+0rf0vT2l56+/2521RVv8cT0375zFDELfWm4wDRnf2ZrpSqOjaasP1csHjwwMe7u+xZEWuAe/ff8DxuMfW0f1gE/3BzxSe4m+uu0fllv3aMBjfzOve3WRKHvw4k8YyEAkM2NDAWosYLTUyG2u1wad4ufGKkL62fh32Bf2sdSRo+7z82WN1IP0ZYD2L/swh258A/Zd0zRC2he2VcGJn/AfbozsZrFTO7WpfLlc83D/gu+/e4vR4xjIXPD6ecblwjjO8iCwUDvTvgvhcc+B6vUJisrqj+JPe7MFuilZn6cSDro4a+k0KAEJO0j8NSki2Rw3gXrSltiyhok+wtLtujQ2LnDtjI3QRVrHF7d7Z2OEfrt+fen38OE5P1ZQCWCkl3N7d4Hq94vHxEblshmuDEZ4bhhDXgTwOLx0OB1sc7Xz5Dlf0yF4wTRN59Z5GG7NlO5zeXMWmDsGi5rIsG10W/k4IAVoYRQ/DsJGu5SPbNqVI36j8TIAMpAZFUUU63EFqwW+/+4Dv3j/g9999h3/70x/h9fNbLINgTILdALx6eYf9bsIQA1pVLNcZY4wIQhlupwdWc5Su7bSFEVZn6kqzztywaNhHNlpUFiAYh1V65DrPbJG3gpvEiJLZaBdqYXE9DkAgJlq0rSMnhYd3nuf+ef680hBRyoJlmbtBcliR9Z3aneHawg+oCQtuN6xnmvN8JfyWYo9w1owpYhxG7CaLuLWhLLkbPRpKPm/uERZyi82AUABRAnnmgd2qKlYTy7Nljg3jEHBz2OGwHzGMiqqCUmacLyfLRkilTB6sdMbI2o+zjZ5NxxIOOwBY4QQzDjw/GyNkTJctTAsTjyylIqaIMQ1mHCsJDAZfjeMEbQ0xJjRVnM5n0sFDxDgO9kz9D9CnBm6gMD6YFd6AAIoA2ExjNmJaDwcf65MotWdQPbAD3B0QBrbs1RhcEte9pdbjwLaDZnvDROHiSIgkCFo2RdvW8M033+J3v/0d3r+7RwzAyxd7hBBQqvVB2CXEcYDUgOU6W1akKEvGogsulxkvXjXEYUBIO8K76lARn0UMljVHrnUwFHdbXwuR8ykol+IzICwzq6XLW4hxfdUZUk05UMsg9JorRCJaqsjLgvl6RskNQxpx2O2wG0eMKaFhQpNo5IKKUitVWMVmoW96KP7U6/8PQTx0Q7Usy5PosBsyjycNwqhmdH20ZvdqWCNIkYBxGJGRLULlvNlxHJHnBUUpG9CamuwFD95uoqxzcZ13P6QGLfhrGAb73Oouvv/eVg1ye7/bn/l9NZFezfc5m2E8oKHg4bLg998/oCwVw+sXAAQpCj7cn3E5z3j+7A4pKh9W49u1KqgbL4hYOx3VwoatY9jkRfDwSjx2M+zRr1MUhH4ax0JW2xTDMPSsxH+fIQ0jHA9Yx9GaXiSYkdCeXVDHhy8a7YSUKtlhBn301voN/90RZwl+3WoOwrMxT3AYyW5hSb/vnqna3wcENHHFzUJKqKDz2hViqr6CqGrT0yLF7VozTJ33p0pGVhDg5mYPCUCTn3Jt4oCXn7zG3d0t9xLWPp0/hMn+yD7yINHYc8K/9LuySFFQitGyN1m5v9SwDGfeAA61+fOLcMcDH1Yj5ozsd/pT8Ev2j/8j9mJtAGt9t3mdrWfS2ESnT/bqajN6oAUGgX2P23t7QuLaSJt1gyd+Cqzifeh7B2DgMV8p4b7b7TCOA7RV5ELYZBgHDgmTgGHkTIkW2I80XzOWvBBWE6oCb5GGfrH20IIEbJqn7a9s4JPDRxaYBBNAzJAOyZKgYbajIyaeTSo6gQPWjR8MAVDtch7jMNigHrFhSRHRgtaG1aa5U3aCyv8tTsGr7T90Cs4q8pc2h4Y8+qMYWYrRov1N/mW/L4EUxKauBd+6R85LtsgjQrU8yRKGkXpCjjk/ic68aCnUS8o5d9VL321PNi48WFpxpF5wtlwwwFJDbVAkaBAM4wGtXHG6zPju+wcslwWv754jhoBpEHz4cEYMwGF/gNqMajQ1PfzWI0WXGvciEjfmtri3nkXXNYHDRvZzpt385Xm+YlkWXM5nFoJNRhsQE9FygTvThrRiugJd7IzZm2HW8Gfa4Jr8FJAjrn8+n+GS3U+UOHV7sldc3R3CelPGCLP6jtpcaXeO2734w/+uzaIja6JUoDcILkYvTarYjSOGGLFcWSwWmBIoAKgxgELAzc0Bu/2EZy9eIKYR47TDuDtSm2tIUHBPd7kSeHFxdQzBomR3eA4BiHiXvZ0lKIDAzltWNRHT8ATiWaETWDZgRVCXFwchkWbd6lHIbFPbD90JOWSxdUhYk7j1xc/xsxji2hzpRmzdk+s9b5/NE0aWmEPwgMyREzuKYp8j7lyU+xKifTZDCOu0Q+i6JrUWXOcL0pBwPBywmyYsy4xSKmnv44CmnKQ2pBEANYQGrZivwJIXCAJSCBingVlIdwqKLkctDg9tnoeu6ypmhBWy6XNoHTYiyUD9FPVsEHCbucJwq2Nwe0uySqsN445DyIIQkYkxkC2HQOac7btg2dTHFpj99Wexj2CGw4fA1w0zYC0iAw4GeipJ40Isb7fbwyWnt6J2zkxKNaGlisPhiNYq7u8fUEqGNmXXqCRMmPqA8+vl2g2eR9e1etrtVXhP055mKORaW1dgsENg8JUqegEzCFCMytiJcBIcZUKGQsKItL/FuczIDwv+r//6FT57eYefffkaY6LyZa4JTYFcG/ZZGVRYMuNZg3jEYdHdGmWvG4gpKrdPZywoo+EkoctRlHzC9TLj/sMjHh4eUFvF5198juPxiGfP7vhZMJZM9Nifhjym1NPtECNhmpxtIwKiFOy7f3jwBaUhswPjm5usIIMSlNDHCq+s8J8q0JmOFqGyIOSqTgbvqQ9ysqu1DV8rn3stDSklHPaUxGYPAJ1MMskJ/6OsNEMindU0srs3DgkHZe1g2B2Qxh2m3bEXEJf5apmohQhKY9zE7hWeGdQeVXNrbrMSNc0oN6Yuuhaf1FJEYIXk1Rl6QKSqKNg2+dE4hU3W5aNbuVZc67axyNLrSL7HPHNhRlINqo2qPfr0/h0YeSGGAD9dYg7HqcV2Yfw5rCgOa+70c2jUaM8EBGKRLxggqefDa0KzSpJLV+549eo5jsc9/s0vforH0wPO50e8ePUMd8/vMIw0pKPJovtYzTRdkcaEqIRPp3GChIBSK2d0wPoIiptzc8hhAy8bzbtrYMAAoUaNKq5HRFD+O2wEaoqcd89xt1cANhRrGDiXRQtCoDbW5XKGANjvdzje3iJOR3MqPLM5ZxQVVEmdxMG5zCZ++Wc4hj9DOtv/aO/g082G9A3V/8tSLS8F0XD5ZsY64KZ/dutYuTdZqUqPVLzpZz0sfG+pBVFjnwIHrFE/Nlfn73WaYDPj69O5vCjdrFjnEdn6fc4O4Odp/1wzWaQZmfR3wfvTgnG84u3DBc8OIyQEzLkhBiBFV4M0OeP+R3r00HtCNxmsOz1svpuhfdv84hqBht6YxOFHecm4/3CPEALu7m7hE60ci//B18EZPUEEaBWQ2jchOdkNxdLyJ4GB7xmsdkHgvBkzBNs96tHr9r785+5kvAXYIs0fQjRqP2+mtLk6G+8UR88IW62+I+AGWoCuDxVjsHuK2B12SMMOaRy7htIPM12+vODPs0AH1m+YBtkED+kkdHMvJr0goR/gP2TxuEPY3POTv0cXpaN3dSWAsGZpP3w5PCKb9fZf9fvwTKWpiSF6d3pYd5yfEX+2T75iAw+5MwTWAKf/sWjb9vRKJHjyaZt/85CFEE0MQo0pKF6+eobdPuFyHXFze8C02yGlwZoXOSwH4pPiaDuCBr5fvNep0TjKJrZX9G/1dRPPvjZrsoUQff/1+ko/XAEQyn5IrPZst/ve1R14t5y3zt6cYRoRh4GPT52cQcVljdr3n8Eef7Cf/tTrz5K5cDy/X3f/InlSYBI7UOO4g6KZUFqA4/y+kaKPSrThEe/fv8c4jUhDRM7z0/qDqtsiAOj1gmVZ+FBD7D0JzonfqoO63v84krPshZ5hYNG8loImpC/69/H33DxvNq0dfnUDGSKaks8cEqP39/OC+c0j7h9O+Plf/ggv747QdsJujDhMEaUJRolItlHZccv0uLSyGultum1qnVsJ3GoNLT3NlNVI7HYH5KVyaIgG1Fzx2//2G5Ql4+WL55iGZIJtAc2eoTfrlGaOyWYHSKtAZsRawf4EhACERr67CILNnvb/QVd7rwpj02jnmG83a3fj7qhNgsENfueZbGxbZ73V1vHs2ipQBaVV5GrT1jZGa56vWOYZyRkbIlYMBBvazLExe4rcL8JIrNl38p4acq5mvBTaTBm1+zQBvPKiuvLf1WZVdyhh4/QkYhhDhyH8dj2DQl8LoYCdBQNPNcbQjYevp9bas/v12vrRpdGKPdY3p+lNUJEU8kzV43HY9X1Wa+vv/2OG8OmLxsuzRboBhxhXWqkjTAKXekd3nu7ku0MQtRpNwzByNkiKwF/95Rf8nSB4/foVDoc9dvtdDxpKDShFsOSKECIOhwNrexAa3xLQJGB3DJAYULKuHdkecG4DuQ1sRD/rboSXHW1cbQmUV2kqUInQECFhQIgNYRhRc+7Bb9Ngyq6Cpi60yfXe7XaQYcRVFcWGjtUa0SQ+eQ6escUN9Pcxr492CoN7Jo+IAKiu0f5qvNf3kOdMDN4lhLdFKLWH5EXgnBdiegY3+e+O49hT2q7oKd6B6NCUicvJqsPk+Ko7MzWvCqAP0XBWR7VshIch9FGeqoqijhv/4DCZZk5DtawjGVtBAQmYW8b78xXfvntAqQ0RR5Qa0TTg3ft7zHnBs+d3SDEhJitAg/jrasicIsovFdn0U/iFWJamMENpvHYXwrq9u8Pj4yPm+YqkjERrqWhWSPYkz5t0+mn0NTLrHu05wQw8wOatzhjpkduqWJtCtFZ+tezv6cb0iJdd7WGlJ7tDAA++K5Ou6qu1X8tWu4gDj4pJgSwoVk+Acg+4sZPoGlS+f90YAd7sqGi4Xq+AJGhIWOG8Zo7AmuUs6l+dHO8x/v9o+9MmSZIkSxB7LIeqmrn5EUdmVmV1dU83+pgZ7NICCyIsEYgAwp8HLWhpP2A/LGEw02dNHZkZp7vboapyMD4ws4iaZ1ZXJNBrWVER4eFupioqwsfjx49dV6B1TiJBoYWqIdanKFG4snkUZiF7wgY9WRagr+1+3HYwE7hnFBvj0OoTm31/vaN7EFK5q5qmXHCZF7x//x7eeex3Ozy8eoXdbmqZuWQIsiZ299vHbDLS8uceENjedc24+laP3ITUaCk6b7P1jvmLvITsEzjG7mZq/TfDMMBGYdqzkYK8zrVQvSpW5eSqjZmAEBdcu5+firTt2qy5ciN/X63+4AQyq9ZqL3taFGODBl4eIQzg0kd8ynv7Jt2+poQ1JZFhWVc49kjkBdYu0pluGZw5qVxVyTr1s/Ylr58xT0FlhbXA2Zg8tjzXeACAvhm4uo5z1Y4FssJQIUSBONICKMQkTCPZvHEYEHxo2kf2eY0aSdKZa3z0GAWikvqHfJ7QEXVjWTfkxinw5roAtMNohtYCLLJ5BXIRaIPCVRPFeOTkPNJSscwJH59OqLXisBu0K9Ph8fmEVDLGaUSMjAHQSVAqm2tToVoa3e9bv9SX2mAWu261buM0gplxuL3FOI2YZ+mX8Eb95YDN3fQ93qCJXuRiIlF31dNe1lUiVtcnb9k7EVlxWiamibdxKFcXbsGfGJWctUlH0+hmM5Smx87gkE0PjGZxzvnWDNX0quqCpBToqE1YWQe1M0i5+kCXfO71G/tzLVV56xLNsX6vM5FB7lDSFfwn79CzENZipWXRjdYuZ6lC3ptJ6M7EOtpUU4Ru/FoCsTG61xBPyzA0PbMMQ4gBW0d/nYXaz9ivqkXqlAvOlxk//PAOALCbJoQYEYLHMAQLSaANQe15XhWem4vjluVeEQWM3++cav1YDUbvb3PeZGsb/NoItbo+EhROO5kFPgwjvKrAWlVKLZM8d9bP9eIgKjM42/tpPQwCD8v1/LRjsCy19SdIpAIiQSdykqCzr7vYJud8cwo+RKWIA9CxpdCaG5WKlDNSFqewpgRHHgkiTlpUUNDqG1JgdoCOzv3pzO2Pv76cfRQIXEkKxMU8n0Zq+p9Tg2YOoySVm/BCycomTEO6MupVjd0SApDTistZN7R8i1CxoNxeRxjj2Ix9LwZblEnShFQLcpaCpOiT2NbcNu3IQa214mZ/A4BxOV+QVbwvhiBcaBRUloLTWnqmUTbX0E4WKY+8EuAH8P6A93PGMZ8QdxPeHPbwcY/nU8I8Jzw/PuLu7oCHV/fY3+xkBrOfhP8NAgU9RBYRUxd0Iyece4DByXTkGbkyCmeEkkDR4dVXD3DDX2KZZ7mvIWK32wmk4RwKUxPysiij2ReCZB7c+yUqs3DVtftXmDZAGHayngaHQAezk0OIow5Z10qURk2mKbTbywFzzgtFsMgENkcyz9eOv/cOIodT27on64HJGdHLM2Ny8GB40lq+I8QhtoK1GC3plbB7JjdqRO2b809pBZUMcit88MKvV0llg3LIiRgbYDCYmh81wORk8AkAkAtQjEf6CpjBXowISIrApBbR6RvmlOQaYy/2WnZMzmFdVnAtKg5ZQSrkJuwkHSIklwWCCACWJLL1wQW4QKDgkJLs+8yMmioul4z375/w6cMn/Ms//E7mchDDFSB/+wv88ttfihS8QShQ9pSEUuijOfV+HGkDtTn3TnEG1yZjAULXL9s6bdWmInY64QCNaAF0YT1hxEURtnNRgxSPwiLNXzaKqeIsJbhz2lNgn5/Ws8Cn6likT4kamqV5vWQ/dF1Pk8BCvl8ECjUgqAWcReGUvbAma6ko2Xop5OkVFmjYeQ8XAqbdHilXFCTAO2RmfD49YylZNOMYgCe4IcDrPSe1CaJ59r+BzIXc8HVU+VOvLb64Vag0alQrGPZYVBpITGuEhVe/7TkwY0TUM4QtDGUQhEXK20aNazyttvfQWK5BTFvBKJFgrvCjCr0BqvVjeupontlqKP1lYSDA7EF+QKkJawWeTtK0dphGRJJUuaSEYVgxX2aR3gaBnR2kChTqaTr79mf7f7ufakXM1iTFyLWolpKXyV2DNLE4ErzcDJdFZe2R2q7fPNPtnwloMEgli6bQomFx6KIUWTU0MnjGoDBjTiiyLIwpdezW41Bq1szJt91XiqXX/TleRZNqcEWWZUsUUGOhh0M0kCQads7pHG15BxsoY4sgTJsCLpA+lXp9DsxQtGxt87K/m3SEwVPkFL9GC7D1++UZSiIkb2hNg6V2XTHvY6MCt7VQg7wpQbdomrHJvhqsZNAIC5OoZQoGWRQcjyd8/vyE8/mCkhKCA9Ka2nhS+Qw7gwQiE4drqetmNdQrXaU86qCxGRtJpDU/9+Lne1ZwbX62tsDW16lEiCjVit/R+hP3PWj/NdtGdlE68Q+QIIOhQbAV7qlfT0O6uP3bFk5vz9i+zeKFtm+3vS6bTG77zYAiKDr/AibEp87JUdPckjpobVkbXrzPn3p9sVMoVqjiLY1wkz7rQhhkU0oROhYATyK34BRfNozaqkopy+IPUZpMUkpNB8l+LxoJ/VQlXZxGaTOOt0M6pmmCc4TT6QTblK24qf0NVm/Qx6jd1wnj+ADnHJZlkUWHbVi5ZxsheW00tdOWqnafEDwiUAv+8O4z0pzgqkN4ewtMAZECLnOGezyKAucOCHGvxrO2Zifng1L/tluJGuWx3ZNdCvfOaOcc4jRioFEnH4rjzKZbpD9Qa22UQvkKAXAgTfCMOUYAyAfB1Gu1PhzYKDVT55eoTCLAwlVmCFcRYgO0uVBtRwjCxAhxQBiCyBtXKW5651UIrGJOczPABgM6R4Bp0KjTZlbBPO21sF/WvCYS4ZLWD6M2tBllthQ7tYI363oVVtaSwSJOokdAlXavbV3PSGoFqmWYTuDQEHA5p3ZWPIXmVCsDXDK4CF378fEJVkNLWuwfxhHTOGKnvHznHFJeQKjaoY2mBMBtj4rMfGP5KbyVuaDmqs5QGgJzqbhcFukS/s3vcDpKr00YzBnpxDPuFFkzhlIw7ka9B2HS39ICKj3/pZbunNR4OSesoq0PM02sXkw1x2O2R/eCE7l2KM3dkUdadS+WXnC39eaNYxI4WIgAtW6unwT2bWfCWaEZbUSEooFilLWeoElQc6AC33rYZDyxl1sb6mAwqm0kroy8iurAbpIRBRkePsh61cpwg8ig11JReRHSy8Y5fmmRGfg58FF7EN0Imre1IqDMsk2tCOiDDL1woXc7s1LlDBNmrhj1oE7DgMssgmXXnyPGxqAUk8totQmFTcj5q5jRahgbNQWFOmzjiYzGNI2wOHvUObhE0EH2Ut+wUZJrcm0Mn7WP/zFZWoJ0wqJoww0NOK2M7z8dEb3H3X7Am9sBITssK+P4LC3sftg1PRzycq11G2RBg5KWqpsJEqdkelTLOiMEj3GcpFsaOt1Oo+lGttM6h63lFhuW3FPlocmiEZUMLlo3qteOyYIuOeiq4aJNWybpK+fZZh/LjTHLtLmq85UPNzdXPQuVBRozqNIgLvKiRwW3kRZgwXNNZlyi36qifZryV1nXylUjVui+2NAH9UCZKJ1t/MZcYoMOurtmMx0kMIBE4tqp6gFNOWxGkVoVsR5mHsTIryg5Iy2q3RMHPD8ecbnMOJ1OiDFgt5vw7be/xH6/Q4xeel8cuhGg3nhZa25Gt2cwinXrM4ZCiTESbm9uwJVxPl/w6fMFQ3CgO+nZqersWOsBzdBa3UXZQ2IInW7Y/tkGMynZr9sXlu9jW0fNxGTZjeTSDZxJ6RMJjG4QqzmiWhlMHdST+3c9A2W5Z3YCbXobeiPRJRgFtcjPSFDo0QZ/tfMjDuzHmRGrg9DaG3oQLawic0ZQJp/2aACoNcBXabjjXJBS0bMLGBXKIKkQYh9nWmujArH1T7Sz+GWO4WfBR9v0pxsha1SRh7gVQms6OfY7Xadq5vHDEBFDwDiO4hCMMQJzDD3da4VhW4DNnwMZla8bqK2EsLE5tiyMEIOOZxQ6ZYwBpUSwGhDm3vretfFx9fuV89ouPpHOMK4APOAGzLmiHi+4GQdwZRx2A7wHomdczitqBfZrQogBPnqpGRC1mSRX0ve2efVxMNt9yrNYUwKDEYcKx7LhihXqAXEMLENU7Jn2S6f2Gc1JkKlWajHcok3aQEL2M2TXJAa61izdl+ZAyY53VWOsGaEWqIkI0zQh5yzzusk1jaIOGaoJVWiSQKAshdtS0CJH07eSeQ59uLqhEwZzyWV76VshtD3SDJ3rbCV7iZIyXf0nsui2xvLGtZZm+1E94AqaP3DGMGMA1shF+nMZOSdtsgy4nC54en7Gd3/4Dt6TNGQFj4dXD7i/PzTV0G0Gb5dsxc5+HySGXUkS/XwL5Oh31tFesSzmOO3BaSbL/Vm0OQvoMI5dA6uOE2voX7n0MwQL+BU2ZWhm1YOQfq4MRpZrlTnUXZV0W8sB7MxsD83WMYjjIhZYECQEhMLcBt6Ir5YsByBZJy9Nrz36sYjiCmDXLKG2rJKwkYjhjmjIvTv9VdEzW6GqEzlt9uWmR8aQ+d5kGXfVWgeXvmYvHMKX5go/S+bipafZ4vX2MH3w8Pq2aV1Ra8EQBC6wlSIWpUZ4D3iPdV1Qc0bYpPj2Mp4tEcmw8ha1ddlkcUTcNs2W+dB1krhFjsaAqJbOeYecZSNUHaI+joNADGpEPWtE6vtQFctY+hrwj/5cARmvSQ5+DAALDPH7j0d8eDxiWS741TevcXv3FqUuWBPj9HzGMAbEIWLcD6CgRS4V1nIqtQ3qzZSGg8uYVrnHcZwASC8Ha5GywmAyahF4M9BEm8PlmjOwQfaNJQLhcjCLZG8IHj7I7ASLdllHKbpBhtvnVDFEkRCw4jRDRneKrerZjlEUrffCnhFaL4cUaUmztBiC7CsBokBclSAgU/9yFV0sH3z7zOZLvQw0QilyV1RQkzDenJMin2UZ26DADh23RKdfa61q0LmiJimC5zQLgOICaszIrQNfOsYZVg3qTygOQXtrImoBSq5wcAgUEMjj9HzEd8/PyCnh9ZsH/O//m7/DtBvAOmdD1i00B2VyH9M0NcNeahX9LurkAHCGdxHjOOI//se/xts3D/j4/gNC8Lg77PH6zT3iFNuAKNo4y62JaDH9xrA3FpZTA49Nv4khAswgZfy0GQqbKNwYXLbW/bx3aqjJtkiw4JBRwOaU7AlapgCAnTbaKomh5ix1Tu9U8I7aNTB5tGFZOoAKzFKXggTIVQPVXAqCOsiq+hySKck5WVWksV8UwKZbBZG6ZxBiGFBU2K+y6Hl9+viE8yUhrRlLLsgMZM1cyTkM2oxn9upLXz9L5qIbPXPG/YEYLuZ9H/zSIkXLzXUjyvf51qkcvDRIyUQocSwNx9WReSF4rIn6zzcqpDZotOr6li9uEhvU1Fl7pISmodQwRWUnNBoh9R3ErGyozde2QnpXGxsaiepitaIqCQ5bKyHlFZwLPj2fcHvY4Twn3E4BLsjEr5IrHGWU4mUylZPDC79ZeyjbE2iKk3Y9YGsS2xYQeROBqjIjK7zAGywdUi8CUZslzAxlIFnzkTDFnp4eMY4DhmHANI4Ak8xm0PCPHEnznPebpizarBuDnBi7lq1oHWJdpBnNJso55ZRLhijXave8LVyjuibYZ97TIv/r5F6OqJZ/YSqc0L4Tz4wxdgPbf0r3l+K/V4aQXwYnmt2gQ0uswm/NYLYorqUXkCDGAUEgzZwq8soYhhG7qSKGgBgjpnHA+XxGDG6zBzfZE5mRBLqcxDbAsyhXHCVtCAu1JBwOe4Df4O4giqPTGDHtBp3/0LPnVvplMeTbxjZc3Ru1rzNfx9Z2xhhoGXGXjpa1us7TekTcG8c0X9N95sjqkCbqh6ZhhC0xQqP0qp9j0ijdZpn9EtkNkUip8h61ajGaAaNVl825o05isL1k+4c392KZVau5kvXkaGbihW0YQoSryohUJpXMS9FMnAyK6uvYDMUXvL7YKeTcO0Px4kF2yIgQ49CMLHTzFW0qc7B5tpINrMuCVDLubm8BZpzPZ4GSokX/BfMyY5xGhBhAF334lREnKdataYVzhDgIXZa5t+ITdRnny+UMOwDG2LhcLm3IjtUlLPqvpWrjC7X9Z4VvKw4GPZhpA3fZwfQqZU1chZ9vm4DVQMUBa1nx+w8f4YPDNI34u7/6M4z7EUQZNVesJSMEQvXSCcnDgBArfBwAi6TUyGwjAeu7CMaa2Ly2EJzJY0jEpYXmRr9DS3thzpCpDyUKAcfnZ/zTP/0jbm9vcXs44C/+4s/hSLBw2wNii2Ujm1G2Xt6qa04MwGkm5wg5rSil4pxPwuH2HiEKNXAYScTOSoGzgIRZxxAatVQiTYOUql7HNkq0lLpWkZcmOKS0olbRdFpWITsM065lKr3HphdLQV1S5TpT1LhfA4wYQyvyb50TV1ZWkfa52MmtDBdEo+n27g7zecHzesL93S1udjt8/PAe4zjg1as7/P73v8en2q8DkKDJOQcXYvt6HDfMsaYdBLTiqtptE2qcU8Ld7R6v7u9ws98DEPXiUpJE8AS0xi02x0AoqeAyz60oTVW0tZxz7RmYhlqDUDYBp+hpSPpaN0KXNipTnIdmJ1bMhUrPMalopUTtQlnXIU3sUNnpzzKIo1w/O3DJKCxUbnIOcVuc1bWVAMJkerJkBeaA1FFYMyjXopIoaAJ+2zPoQlDCheZLRDq5TWVYnECM67wirwneecQQ4UPEfn9AdUmzwCLyPCw9IMM4tUBA+ivE5nHta/ynXl9eUzCvBy0WKm7ILJ2iIuXaK+lA14G3hWj4cpGCItSA8yYLkaaqvhFijMg543KZry5nXVeFhorIEcSIkhd5MK5LZptz6F2V25GWIo0xTWODoIg8YvC6Mj1bCMoXtjnDVs/Yfs7280QeoIIL2/5GgY7XcwQED6KAEgZ8uqz4p+9+ADvGq9sb/MXXrxEDIXqHT5+exSGg4Pb2DofDAXAMpoLEAk6BGAMJ5Ma1biZYyT3IGD8ArBCKYvykkIspzDIzWAW8oOwRVsfgyMFHpRZDMrm0rvj08SNySsgp4Ztvvm4OXaIdKSiKIfIt2BJqrEwFs2fvCW00ZVKxw5IrYgzd4REhDBHkSafFbfpgWGChVsOinu6bcBtMhhhaJGQSZhVJNjlOE6pCRVZsPp1OGAaBUnJOulYSbIQYWwZsTYk9cBLDS14lQKhTqsmyIrWQHiq4mAvIS01DejPE6MQYgYlA7BD9gJIL3n71RuQNasLuZo84RIRhgg8DQhzE8RDBRM4lSFdmXPvV8yRsAknN49S4ZRQw5vUCAm8yRb42iiS9LFVvy0rm27Nfda2sfsKWpMDJ1VR5MuSkqGvZkwUYzm3qSeZELBOyRER2mxh6lv3nqH+W1YCkLqYmoUIbBwlrygjeKMriXrz3CjmK3TLWmSN15uw1+y6qd2VFYFOP3hTR0QNEImWtKZrSbKXtYRWiXHPC58dH7A8H7FWWJ0QGnEPhilQKQB4+eEzTiJxLm19DBC1yv6Tx/vHXlwvi1R4F+U1hb4vnbfsHgA6vbI2noUgWAYiaH/dOVB3GYj9rkXmta4v+gA79AEDctHbbx18V2zZwEqgznxyZ7ninupITMTTnqI0bbV93/tqA8rX33X5O4/FXatt7q/oC58Go4BBwzgX8eEQIDud5wevDDfZTBMaA82VBKQnMGTEMGOLQaiwZBTaIBV4Lc2rQrqA9Lg3PdFVqBJVLY1FdPx8rRHOLNrxCqOA+2cuyw5QS1mXBMgxSEHV0tS7MVvfwDSrw2pNAVY0E90EuQi3WbC3XVphmyPt4L7Ch8w68dEissjhp5zWKd9LIZZDC5iHBYAdSw+YcKbzVhwMZrDOvC4hEasUOmr2N966hL72ZuDsGRRXUGRkd0TVnYHCJ/Lm0KWmySXox2PsADBLhjnFALRX393dY04qUE16NA4YxIsQBLkQ4H9DBEoNY+jJUQ0Lw4xe9+F3gLqFoy1nYwrNWUCYxwoQNFPbjly2rrdlV4Np6PYyM4tpp2VLfmxNq76cwkdu8n2bjzGK3qusBrTkaWBZc7XEIk6xWRnUAa75h+71W0gxKGsLI9znl1KLx2tylXa9zXrSu0PswtvuxoSrbZ9AcnTK1SsFlPiNOMmZY9mpVqqkSCLzomIVhQKkzOBu5Qe8T15nyv/b6WfCRQUVEI0KQTGC/3+Pu7g7n81k7Irl5ujY7Vw8YweSs0YwAmJF13vLlchH6qjcp7J6FiJCejujcGnlbtPMZxkveLvI8zz1NVlR3u5GWecW6rPJvbLh1n/YlEQohp4x1zaIlgp4FbZ1TU5BsD1drGkpFK5sDCtbI7/AAlIRLXvFPPzzi9x+e8OnzE/7sF1/h22/e4HY3wbkBeTnj+z98wO//6x+wv7nBbj/hzTdvBD70hN0wCCWPSAXQOqaNKlPCmBmXkzZREVpavJ2FsV1TIoaj2jjnpZQWiXMpuD8c8H//v/1fRU5C3996I5jN/amz1ojXeSff4wn7YQIpXXU+HVs05Z0TaW6PBjuYmiyzCiiWCh8iAG7DzEupCEEL3M5rEbKqga5tEJORGeQaK0IcpU9BpwcCLYCU3oCc8PnxI5qaLDNqSchJmCqCeHiZoudMbVMyAKdGLuUk70lap2GdG2LOkAB41wyX7DuZKVxR4DwhjlJvC+Tx7Z/9AmvOWHPG/cMrxGGAgSjMFS1X1hCawd1oa3Ru86/NIDZQq21hhWLanu6somaYq31q0WdTrgITO+tXn9XmbLI8I73yXCuCqpgySxGfi6IC2jfkXWiNsIDOHJe76VRMKPRELLO8dT9bpE7OkA5dE2LAeYUn923QlMlrm2EupWDNCaas2i6Qe6BYWQTvjMYNyB7GpvGVAKRc0PrfVcpd+p9sXRi5SNd+HKIQObhiSSvmdZF/GyLIC+w4jAPCMEjXffCgWptx/1JnYK8vH8fpNqJbFoBcvSzKVi+8iVRZo3JzDi9fhtVuN9L25+3vhJ5BANj8u9Qt/IaXaz/z4hI1VZZH45xBKVWbcXrUsIWHqmJ2lbve01aFsl3f5s+SjejaKV7cOhBbGk1wTpgz8GLUuFS8ezzBDwPYO/z669fYDQHDsBPBrFJxPl2Qc0YYAsbdgHGU+owV1Xv/wmYdNhmU/I5mJIoqiV5HYZJ2V+WBiz/TLIgEJnCOMI2jsLde6GBtaY+1CEa/LJJ5nc5nECTjjF7SeFLmkkGKUl+QXhf7O2ACc7pvNEoj7TkAdQPTupLJiuNo0SE516i5IFmvii7Pvr0P20LtuZEwr6AQXMOD297jBso412FWYzER9aYtkXGxKNjkIjbFYbII3wGuNmoks0hVTHHE5PYYdzttbEv9sVsQZNiQPXS99hYYWNakRfOfOtestB0pqhsFlX463TC40bmrMyGXsi309/1mmZlT2KhUxvH5hNPpjPffv8PNYYfdzQ53d1VJCb6tUYerNVpvZwuatWgGbQZXA7L2M5Y1aN9CiBFO91XVnhZ7bs55eM8Kb/UIn/o7yfdRb3D90drYJ1+hGJB9eUXmMRUHh6CwUIhKoXW6T5yI/sVhQHXCYEubKYs/8Wi+6PUzVVJNe6WrktoNEJHi7kP7mtFBTUfIh9C07Nt0LXT4QmSKoc9pmw10RoFzrhV3+zxnwWNd9C2d3dYS2oawdFTxNWGylHZ/RKIVk1WNMBfpkPZKW6zgq6KyTSazh2u/bzMVZhH8I+eQV+uiLZt7cyA/gFwEEJHSit99fo/ndcW7x0fspglvH+7w6tUDxjhinS/47g+/x+l4wulywtuv3uD+/hZUC0IMmKaxpfhbmXIxmAzvN84agM2+tu9vVqEy2MnwIQl6zJGake7ztIkcojdOeacRS/MgYU4Lnp6k6WpZFnz8+EHXveL2Zo/9bsRXrx8QVGLYqKukMBBp0VQMhlD4iEgxU8YQFfbRaLgww2QlANZoXnAsHwO89yJ0B0L0ESltOtPNiOr+lOIfAPThUpKxqDqliyDym9GvVmTuAU4F4OLY1pY1mvYkAnAgaCs6a2+Fb8+CQdpNL/eWSpJMhSt2+xvc3t9jLYxcGOu8yjWrDMI2SzDoz2o922xAagNB940aJVjQpdegv7M1oemNtf1lu9lJ30AIYeMYXvqaDezUnAMQvNAuUy747e9+j9/+19/hf/x//E/4P/73/y3+5m//Cg8PD3KmvYfUgVxTNJWzVhqzC/rOdYNTNX9Jnbln30jKgBycPpNaRbtNn6WgB4BTtejC3LMxtSfkSCbegVBS12Qyc3At3dNXw22hdxUcNeblGES+/e7+VqiwgZoGl/MO4zRhXx3OSezo5XLRrubamzvN+eLLXj+rTwFQTNfwTqNDFYuKqekdMUTeQjpHIW3jSjkFNhTXTTawvegQZcwmJWnksjGS7QFrJB+8RwFQXG2RuDkDEcayTt7SjKEPobWAW79NrjZVjeDigCFEUAqwLlg5WISdKLe18MDu34pK0UeQI8yXizYFEUIUoTVpyhNJ5a2TkosWXJCIMNy+RnWMYyb8/W/f4+PjGeua8epmwuH2Hg95xbKc8Pz0Ge9++B7PT5/w7//932IIUfosvGu9MIaTmvpqHCIa+0gjvokrlmXFfLkgJ+ktqblgHEfsdpNG805kIGpBJWVQBQfvRMLDxoqS8whxFLkK7wEEHJ8/4J/+8Q94evyMdZnx6uEWY4wYh4B0uuB4mfH1/T2cIwSFUAqAGIcWdWqbLmrNWOYZ83JpfSdes8joerOfyOMTjLNdS8W6rPjhhx9wuVyw391gHCJu95PCU112g5xIfoveENqoT5NtaM1vsNF5HswOPgR4H7CuCSDG4L0wUGqBsZTEEMlppeBB2tPgQzee0skelKSugAh3gwsWuKTkgtPzUYTfQHCs2RoTyLfdDIuXDcLFVcYumQBT1e4Xg1e0MK7f1uJOls5oZjnfxtE3yq8j6y9gc2lXdsSCkdZXo99VmJGSkFDWJeN/+X/9J3z//TvMS8X5fMHpdJQ1U/tjSqDpfAJIs0slXbR+Y7Y1UGdowdAG6mgZD0lPCJED6/1BM1CiTrl3XuTxpQ4VAPJKxiAE51GJlKyQrzLPnhm4dkVmV4nko1IWYVBBH2V1ck4oWdheYRgRxh3YeeRacZ5XpCx9Leu6orAw+4LWlfxm6S1o+pLXz+povn66mxRtg9mzUlP1b7KQ+meZ86tR6x9xBtCfFGhHFrHhkdwzC/sZR4SqabphxBLJWYrc4RJLI7eaIMTcCjYMbUknU3sVZ5JL0YipK6JaYVMohb1ASCTRgj32Fu02eMaYJ6Vdj+xLpSQSwdMetWasNePd5xOWJWE3xDa+b9zvAKo4Pj9ini/IaYHJALch6XaGuae/IFGPBDMKFVE6JYInQi5A5RkpCwMor0L1HcbY3FdlltZ/Ko3+6bzJPcv6knMgH0SwLUQQReRCePfuMx4/f0BeV7y5u0OggNFHXJZH6Q0pFRSgRkUPrbfRlJquq4RFSgnz+aLBgkfRzMIb68g21WbNmRnLWvDhwyM+f37EL7524H3FFGUsIjYcfmjsbLNuJXgpTWtJY39I8VyakvKSEQrgoxxu0xWSfcIwnrxBJbIdO15v2ZftQfl6VQikQx+krccECcjWdcVgxW3d81C40KAr1j/3w+bUeOo5pg56oWXouoMtfrGIl7mrxG5TDvtM4nbWJVmzzMQ1e2B1Ddafk7cl1SYCUir47rv3+PD+IwDre8gNpXDON2mQlFYJpAZpDO2WhwB2LfNpH2g4DzozS9bc1lXXvcl/dPKKnWerq9nzax3tZE6IYXRvO+P2HmaH6EfwjvwMazNczzJ0NnOV/edjBJNAbMuakYs0fxbtZ6gkYol2P/be7XK+4PXlgngKFeScW+HXbpqIMM+LQiWhQwdK49oK2W3nKWyhF4teSbVxTKRuHEUme5mX9n2lFB1CHyXKX1fB2F/MIt023BnNMMYoG5orHPdBPb1XoSLpUB0T0/I1IK0rSi7ITqfIeXd1T/Za11U2vTbvMBHmZW4GwVRLawFaY44dOjL6nSo7IuCHj5/xnh/x7vt3+MWbW3z16hb/8W/+HIebB/zN67f4/OkdLpcjHj8fcXOzw93dAaUm2SwkQ2UEtAfApHRcXZ9SAXJwXgbF73Y3KCmj5oJ1TZDpYkmm28WAcRjFwOXaNIzEsYoBNZgMVe4zODGc87zgX37ze1BNGKPH/d09AjGWyxHL5SL9KJcZIQTsotRS4BzgvBQP1ZFL5CTf+/z8jBg8xnHAftppRhFUgI9h8+yJnHTNX1b88O4D/vGf/ive/fAR9zd3GLzDuq6oOn0usEJj3lhmOh6ziCF0anxdCPBB2D6n84rT+Yy//8d/xLIm5FTw6z//MxwOBxV2NMkC6/PpbKrW9ZozBgwghVxQGSUnmS3A2oGtEZHNOve+F89TWnTfV+ikCI3ohcFljqfROQE0XQvNBmqpwjCrYghblrEJ3sh+zokDSrnDblb7KUX0/pd5wfPxCK6M2/s7DOOEcZr6+VQHxiCInpDAabkmlfUo2O08bu9u8ItfvMFXX7/F/kYmqA3jiHkWKPLp6TOGGDHGu1afkfEdThpBlYFm2d0W0hKDDQ2oAEKFq1WzFwfGpQV/1vdhLxH3FKEpZlYcPwvDkLUep4a+FK1PkuxRb1CrZS5StGxrcz6fW+3SeQJlYJkXxN0tQoxISQYfPT4/45KBpQgEGKLA902Lyp6NDwjhmpzzr71+VqEZuO4W3tLSrCHGtS5jQl4Nc+7Gd1vI/KmXPTj7uZ+ifgJomOW6rptOzk5R3BZsXr63V7aNDKsw+qZE/SbQJgXB2gy59Gb0tvHt+5kzEvqe4YuqD+R968ptEeAWBwVa5GJRjEQc8hcXBqA6rCXh8bQCeMbvvv+IV3c3+OVXD/DDHnsfwXDIisdKyCa4ukUvoh2k2RrR1XOsasSHGLHf7RC9V2aSnKb5MsOvXjqTnUoUVJUacZuIhCtQ5DCsM1QWnBGDw1dvH3B8/AziorzxipRW5JLBXLCmJBkZEeB8j8TsrdEjtRgjdrs9HEmviQQQ6lCVpRSC10xDMs4QA24ON3h4uEctBT6IFPXlPGO3m+Cigw+xs6ssi7MMaEM1tczF6MmG5Z5OF1wuM169uod3hP1+B2bNRGrPQtvzBveBOrVKrcH2a61gLi/2yvXeI4Ut5N8sFEU/Yxpk0Pb7N5kAqMM5XSKiZxhyfton9s8GyX7aQDBOv7cpfqq9YNUQkmYu4/j3DLnZkvZO0o/w9devcX+/x8PDHl999Rr3d3eipCtpNnLOKlipWlW8WSoVrOudSS3d0bXr69/vS/ea0oehzsX6CEihPbBlBZYp9JrlNvZ3mwC21mKlCTTG0QsbWlvHcZfEdkTa4FcbI9M5j6UUrEk0wXKVSY6Gx1jmt33mP2UL/7XXz5i8psNN1PALpOd00zBi9BLhqjF0jloxWNK7oTmGLZXz5YVb74DdRBuUrlGVFTFttvLWq758bTOFNozHOdzs92BmzJcZcPKebMWZUgQbdg4pS1HPqSGC6iy1B78tMltarY7Jsqmgyq+iwOhaRnT1fHRjsA7rdtZkxYxhfwBKBq8zni4Jp8sRaf0N3r66QxxGvLo74O5+BJUZpQCXeUGMBLHrAteRTnS7isycKCgxSPjxRAjjgDEKGWCMA+b5gvlyxvH5JP9OAcEXkZPW4SoIrrEhWKPQUhnL5QRm4P7+Dfajx7//m7/AP/x9xvPjIxwqSk1YllmomlxxWReMJaMqJZgU0pGNIPdSFU7c7fYYYkRKM7hWLMuCkityGBDGCT4EjONOsw0pSI/jhK+/+Qq1ZLx+dYthEpn2p+eTRlIDhnHXgh9AjIJr+3IjiOhIKbA655BZIuOnZzw9PePtm1dwjnB/dwdCAKGCq/2sQkaaxRCkYEmWqersCLFLpcFJVtsV0EYkqJ2x/do+whVds/kJ6qQLIgL5HkkaS4420Nn2TJJCS+BuyOTId2KBGHnS0qEY2hi81vMUTqoFJa+KwzsLecQJqEFnbcYMHvjbv/lzMFc8PNziq2++xsOrV9IVTgCXKr0x84xpmmTGuDZfEGsvM0HpvEBzdtSdXXcMtlQEkJc6nN5kYZlVTqyNcwx1NK5lCgySAIqBSnWz1rpHctLgEiDTTLJcrdXLTAtJnnMpsu7OO6yzDvwaBoQY4UNAWorUAOcFiQZUF0URVd9nqxm2tYP/5k7BFlIiY2OW2BBzbAw52u/DMDRoxdgZ67r+yBnY37fzls34huCR1nRVKAYkxdpG6VsK3NYLb3/OmFDn87ndz9ab24OS67cRnCK93FI97g/Ub6CyUgrWedFObYHMhmHAbr9HTknpbR3jXFdpIGNsqLiKPVZtlxeMOQLwQHQQta6Cz5cZhS7Y//Y98OuIYdxjdAOYGDlXgIqwI7wW+rTgxtWDq1d2S2gKjHKASKGtgEqEIQRwHEC14vh0RKoZ8+mCEKS2YZlQHII6BWClRZxHjK0HIq1n7CaP//Af/gr3twOOz0+4f31ALQXTLoC/K1jWBcF41mMUoURpwFD7yLBpc1EpsCXI7NvCGWVdkCsptgp4L53u425C0NkFwuC4w+3tHdIqQ42WecH56Rk3hwOmaUIYJgm2qnUfQ9ESZ6AMAKANfHIO0Tvc3h7w7//u7xoV8P7+HnGIGGJALRk5JXCSOsxWOqVo/0cIQY0jA1rkNCwZEGKEwY9ifB2g2k9Xh1+EHnq8qufVklCLZd3GOEhmdm3wjbFjzsC+uxkV/RmTVACkG71ybUOL4BymaQfmimm365F2Fc2tqoYbSqEmMIL3qD6hOsYvv/0KzhFuDzfY3xwQo8zUMKqmBGse0zhqNkwyQAcq31JZhRx1MJUzaPanjaNlVblWUXuFw7i7wTBMIOLWUyUd5wLTyFkFWvMlAd7rOSIvA6hMbRWQ86arbISdEKLAgFxAmoU4hQd9IMwnlZWJEXEYMAwjlucj5nUVtYBAG0dLsqdYnL7Be2Z/v1QU72cXmre41DbC719vW+gKLnrZZfuy3+DKsGt6aQv0MgVqsxQciR6I7+Swl9fprqLzjuFuP3v73k0Iq70Prg4eNRy1F8CNzppdErXFeg3RaPzVNgc0+mLNXlkjNUlztVBsaBI5iQI8K86pdMol4/3nI16/XnB7mxEmpzwTGYnIKqkhzgYo6LozYIW4/KbgCQ00Hcm4Q5KCudAbAaoQil5lVOdbgCARjXY516IS4/0Z1JIQwoA3r+9R0gWHmwHBOTB7DIPH8+kAP2uDTgygYA5BInPoQZbIA8JRhxhl7zwqTLvK+P8auTnAB4GCLPObpp0Yqsp4fj5iPl9ATBh3O3mGXo4D21QhoKEKplNjkJoZZOfkPr56+0Y+R/WwDOJYFymS1lrRkCPudGD9wo/24xaS4A3M0QuQ8rUW4Vt0BssmemDUjTo2P7vd5LhyJgaD8PZvDYHRz4WxtbQ0W6U1uGccncYetP4o96UtxAyZu22a5ax0XE2mbm/38N5hv99L74DC010fT6FbH5sjh/ZRqAcVyM6GLcCK7j+GUhqcZtmhwkMhDoCXwLeUrJpEDuQCrEO/ne3Nitl7av5/BY3ZOpi9u6KptvsihYt6TccK7KLOLJ318lxca8bj9pCV4VWtOc5d/f6nXl8uc7Ex/iaON01TM7LtAjbGcJseWQHaZCu2ncC2iXLOiMMgNMMNNGNQjMkMLOuKcRwRyIvYHq67ibcOIKrKpWUHFtX3DKE3ztmvbfTfaKxe8EyDgAi6UXQiHNeqRtFLwdB7rOuK8+XSjPDlMrcHLg/fG7Qrf7eU1mUULuBahPJJJJLLMi0aFCeccsI//u57ZAY+PR3xf/i7v8DNPiLGiFIv0mOh0hRcC7zqtE9hQHVOKMJFm2P0cMOJLDMgKXNeF1yOJxymnTiDUpCWC9ackLSwf//6AdN+gvcRl/kCgLEs0mwzDANqSXDBY7cLuLvdwVPBfD5jnAbc3t7i4fU9UilItWLc78QA+ND0ZVgPeFadK64VPkaMwyDTyWrF8XhEcAFDCLjZA1QdlvWC5XQEvMPh/hWGaQcfBzgfAfLYHR6w29/j1au3gttqQVFnr0nnOrPSLsWAmQG0syUOMcA7j5ubg+LbXmVEdIKgA4InYBTqa9TIkJmbPhBDfRmpwdYshMy+UWe3NMNKTmApk1HnXqjcgDx2esVGgoEKpCyzzh0Jm4WI2jpfUxfpKngxzFv+SYv5doYVyupQakUYBjVSDmgyiPaebL2KPfsmRghSu/NeunxlIl+HRgATMfRqmElE8BzJJEGlyTtmVAgLTC65P7TWzNgyHwaz9XY4i4505rhkHjJpsGf1tYVggA8DHCpsXrRIw9dmfyTLqNIvUwsYCax1kGUx5y69L8wya3qIAYMhFJUb1bdUxvF8wekyC63AeZAPqIoGtFykan0XSgbZBA1/6vWz2Ecvq9dmeLfTx7ZsnC3U8tIzb6Pv7XtRTh1ewjV1VQprSj1UVkdVFsO2FgFAC1GpZSsvJSi2dY2XkZP9jE1WW9cVrE6tFeaAdlgsUmuHRz9fZj13iecriAtoUfD1BpV/aOvj5It23JlJYBUwgAHPlwXu42d89/4OD3c70OuD1FtigPcM5oKaE2plGe+ooxpNVVHE4+RQG+WTa0XJCSUl1JQQdF1rKVoYBaSjt2BdFozjAOccdrsdTB3UYEBjMF1OR8znM5bLBfP5hJoTohrRMUZQKdL4U4o4BWjBrVSV11CacmCli6Kp1MYwAKUgzwvOOt/bDYMwhxDAOaOsKy7HM9YsFL7dzS2i9xhi0BkNonNkrBhobUEE3giVXDcwjGZzmaV7NWsA4bgXV23POu9hlOFeJ+kRJNCC5xa12/eJHe4F7iaVoHtum0Vv9zauj2o36AaLWdy6iVJbXmI/brrpm2yG+hv0zb6FlezrJDLn3NLgDss2t1UZlXMjlYSgnes+wDvuFGDLFmEQkGbqnmDxOFgK/yUX1LoqOy60SN7E/7rLkz+ZDElbL0020SbqoTlkGfFm9+l0fcyRXi/4NjCWrBASiGndxFCQ2q6FVDXB1qcHAmZbShXxOyFlqPDnJhO0bKjfTM8gTX7+S14/2ykYFiYpVblyCluoxr5/WzvYFjy2Btzeo+kruXI1aOcay9dpaT7AeYeSij2FK+NvVEorSFv0v+3EXdf16gHa5xizyTqnT6cTeBgQN7pK3ZhvoDF0A5+VUmtxEqNrDInXriKt8AK60jtWFoxvCaphr1wFQ3TewQ8Rj5cFx8sFd/sBX13uMexGvBr3iNMA7wq4ZIBnlLKg1oJMFWQMqaA1IoXMyEGVXQvysqCsK2pa4QaZ7ZxyhgMjOEIGRLNovmB/2MN7j9vpViNkldxQI7/mgvUy4/nxMy7nMy6nE4YYgVJw9/CAOI6Ajm6tKYPCAE+MmjNKyljXhP1epBxEcraCNAqrw4DdNGE5HpHmCy7zDB88Dvf3cLudZEG5INcV6/qIz08nzGvGN7/4FW72ewxxQNRO+EteBYZip13EOpucSDSLrgw1AFMFLYysEu7byXKkfSfOB5g8BFT+GZWvzuiWqg07S+qBiHpgAxKNIYMM8BMQrtUC2vkxEEMv3BhLV/sYViQWp9BAIvODhj02KKYHNps0Qr6ggZJJuDT4T3WS7D6lByhL86dz8EFmTUtzZ5GTY6wy4Zna22iR3TW0lSGOOaWMmhfEGKT2ZYaVzZNvnKg6LHsObcna/VsfifQyNWiGev+CvSvrOjfnqftFoFjxickyCJ0657wDldpo11Xp1Fu/a+SGWsXprSlhWZPMtfdBrkPXxjbeNpBgCzy/MEsAfpYgnsAkIQjv1arrViwJOl3Nii61CkZoBtcM/xaSaRsdVsDufQZb6YWXjoc0U2jRNHf8rEcdATc3Nyrp7dq/5Zw15SKMw9geoDF1gkWpRbnJ0cHdOYVh2IISuWZV7FxU6vkqCzAH1bSIgGk36UNj2bwaTZZShIVTjXUQRQo5DMg6hq9oJzGIJJVlgZLcMIFR8c/ff8L7pxM+ns745Tev8erhgDd3NwgO8PCoq1OISzjU3hE8CryryE50913wSGlBWlY8ff6MklZQLSiXizA+5otiJoQpBFQAy7Lg+fMj8rrim29/iSmO2I1TUzw9PZ+QFonST89PWOcFgQg1V8yZgTXDxwh4Bx8HhGlEOZ3BAJ4en7GmhDUl3N7dYZom3N3dSWodInhZkSqkWTgzOFXsBmGjIBWwSzKlCkekyjieFzydLpiXhPV4xv39PejPfoXD7QHDMCA6j8Ik4oFASwUJTnulqBkAOfSyX8CMdVnEAJaijqFHtRItdwqj6BthE2ibweNWGG5RXzP00ilbCm/Ol+9OaPsi6+DV9wc3I9/+XQ2cDcP5cWph1/ZHDAILzNY/pndLc/sW/VTvjTAJXtYN1i1FXWHtKeHAewTn4P2gaywNgrJ2OvVQM+bCSsRUyLcej1jWFU8f32O328E9EIZph+AcksqsdxdoZ1kzIz23vZiu/9e94tVisFyI5B6WHSoM5EiyHOUJSHd9BUIYpNuZBdkA9wlssMxYeyKyNpBeLheUXLDb3bbgwvSNhnHCyg6FGSYLb/LkIBbaMKviBP2xJ/zj18+oKdifeior3cPY/H0TLeDHSonbX9s+BIugt1TUn/JsDf6h/vDIUkJ9T3sfcwz2Z2NLbZlPwffIPXNvxKGN5SciDHEQJVfktrhMvahmNRWyr6E7BOdkFCAx94I4A8518TcrqttLcOqgdRTRo2lwWjvA7krK4Xk+YS3qOLzHnApyKhi8w+gJVBO88rdjEAxW1lkikOq5ZX8lC12UqiCnNUuRDSW3AnDwDpWBJbNsXkCGgZBkWFWnx+UlYb0sWE5npPOMrKq3ciBWJAAlJCB4+JhF4XUVB3l+ekJKGSknBHLglDH6ADdNCCPAuQClCOWoSggZdP4CFwbngkoJFSRp93lGmRfUtWB+ekIkwvn5VgrfWpwmoE3/AqN3amvRu0VhKongvNeueGqHpEec3CLIDrsYJMCb8yISE0ySCdt7NOhgew4to639jF2dU9sevPn7T702Ts7+b8tAagaSNjtT/522x3zrfPo3qiPaZCS2BvaLtLDMAgEb1ErDAEcOgaxr2PS41L60sP56ncg5hfEy5nkWhprWG1ud4yfXw5yC2RON+hmbjEqul65cSldxsOdqzqXbyKqZJ7f3E2fQ72ObqTVkwTlRFUhJ6pbMWmwX5EDmJYhMPBWDmnqmwpCzIP1E3Igv/+bS2WZge/SDlp5IFK/MFfJwrhduLQo3Q2+FX8P8SyktmpfKuhig7cMz6EeTt5Y5QBcQGo1ZFmKFqGtRLjHeOWeZSeA8/NhnTDtrQqkAeSnglFw6LmhZDjZ4PwvcYmwm56wBSIrwhtnzPOvwoJ62EhE8yTWK5rs2qZDDNO7EGNSu2eQ07eeq8yfQcUjpeo2Y14rjxxPeP18weGDnCIMn7KLHV69ucX/Y4c9/9RZ3hwk3hxs4JAAyxCN4B+IBpSSkdcE6XxCdwxAi1nUGasU+eLCXprAYo0oVM1IpWE5nfPfbP2AYR9zc7IVGnDPKmpCXBevzGVgLYmUMjoR1otlRdQkVQHKEi2aHDGBdFjBEhmN9fEJ6PuLp3Qfc3OxxuLlB9F7EC08X1LWA2MPTAAIhl4Q0r9LtXo+oAAIT7oJH9QEpJ+Snz/jtP8w43D9gutnjzTdfi5qpiQbKxoKxjGwcK2um7EgoqQAwsRTiTTSPWwQImFMRJldnZwEdptn2FxgcwiqjYIaNHCFAZmGv8yL7z22k5BV6YEbba+aMtk4JgEhia73KrmMbsME+ExvDC8CELO3cNHYUC8TUYxbXCq81iwimYzOcDuSElRQGxtPzI9ZlRUoZh8MBN/sbjONejCDJ94szpHbWtxUZqYlJhrfqwKeqlPaGVCheX7izIrf37EgzkBYRtBvHNmO40oLSTAHOoRaRuo7BNzKJyddLdldBLCKco9KSxYFfQ+sE0SerZUXSoWHeeRwON8g0YK6Ey7zgMi9gmnQ2SZAyvno9LlrTqlunYFDYn379jI7mvmll4/diso1ylChcv9+04Tdj4CyjkGDWX81Ilve1ByJqpc6Lbrl8n8FOHcZpW9xgFX1wwYfNtfaMpMFRzCIhYIUkjTRg109dsAuson+WPWpK70MQSKdwY2NtKbhm4JtkeEvZ0Te2OrJmePRnbcC6FFu5HfaWvcAah0wqAKAQBVLigrUwZPogIxUglwr6fMJ5XhGGgLXcYZh2uJkigmPkPKt8xAXrZRYoBNrJbbhk0clmeqDzsoq4mzYHcK2YT2eUNQFZmFNcK8qyoq4ZlDOiBQqAEbxRWCa9FTatGYdi0XLRmcnUm6NSzsCakM+zQEi1oixJsobKyKloxpNhyWvViDoMA6zz2QPIzEjzGbMXEbR0f0AYB3gSMT8micoclJ6rWd15XlC1AD6N0rcxxCgpe+tYhV6HstJcP2rcjI08zQZjdF3J66haH31vjrTziLav2yFiVgmF9qPbP6D9g2aNVyrSLa/Rn9hAJkJMkIZHaEbMBOX0dwfa4u1i8s39/FemqyzMe5kESDproOaCkjLymlDGLPPIVaSwXd3G4ZkH7PbDZn9YfRFgJURwFYddqg2K0udZucG4Vwqw/bhdr6PZNwFrmo2gzfpDZ0HIPpAg2bSdCKwNamWTd2jmoZTcppBbAUCGP5EPSJlxWRZclhVryqjDNivtv7fMZJunUrfff+r182QuNO219v6tARSSTTfOFl13o0/tfXqKlXC1ltyZFaVKa7dAEVaLqM0BbT9L3lir9SyFaDB+LFNN0HGUNtBjI+3r5CCZB69cbasra4BlU5M2M4WAvBaUknXimMl4yOfUWgEnOpp2nUUb4kgjfLCM96uW5qrRWZe1rWE1Ng9IpzxRcxBmMAFxCqgVtTqkWlUvB8gM5ArM6xnxWeCHzITD3QN206jS0CtSKkBKWE9n5GWBYyNb9EgmV0YgKUwvs+g5Set0AWoViMg7lGWFdyIzkC8LUAqolDY1rmZxhLVW1YCSIqFBYe2wNPiE4LSguM4XJJxxIsI0jCBHqtIr+yyvSfdkhrPOf8eg6KQhT+2cB7CkjMvlghmMUlakyz0IFSGIjgyc02wRbfhSKRWX4wXLsmBeZux3O0zTiLevX2MrcCePhoT5VAqGYIZe/1FwAtn7RNq5r/t/C12Yca98Hdmqc21FXIvqmbHRVNDrufIQFkbo//R9NTOVrPTHwUsuRYcHuUYXJqghlQ2/cUybzEMPd3c1eh2V4V0QZwoSeZRSUNaE5FeUNYMiKVcfm/c1J9OdYtVrZMXknSftnYHKaxC4CgIhumnS7OWczD5vuhC6XuZ87Im1bK49WiviaqNc+6WO0Z4BG3ogA5+Ssvcq0OwZUWj35IwmrGQeIQypUwgR67LgeJlxmVfMa0Yc+pKbE6erdaKe5f1v4RQQ1DiUqs0dfVaBjGdUCCX4JglQN1mCvUy7npnhfcBup4JSReoTbTRmKkip4tOnT/A+qESy10p+7V2Xm/fP2vEYtMvWwyuFjxFDFAdRejp4NabO01Vq2As0OsnLBwQdodk3hGyippyq4xQdOQxTEBVLnbhFjoRQofe+Cfzbk7XN5jeatwZrlVp01q9MgQM0lTfIQP/eGBcs61EgU9fKUoGScF5+wON5xSUxyl/9Gd7c32Dvd8jLGfP5hMvjJ+RlQbrMyM4juYS8FtjZqamIXK8Zqcw646A2g3+6PCIqO2QA5Bq5oKQFNUu3p1prrWEUPD09w3mRSLdnZmM3vQ+oq+yPgUIzVmURh5lSamu5f3gAc8XT55NE7sRSL3KEx+MRcZApa+u8yB5yUm+hSjg/PyKlGSld4OIA8qIr4ygg+4B1lVnh//D3/4jL5YLLMuPmcMDt7QH+b/9GR2J6hV9YjBKqGmspRBrfXKC/Xp/zUY6iTAqsoGK0XocQetYN3SMwxhj46sATxJmbsRbih5h+m10uqrYN+JG9a0GH/iopYz6fkVPWsymCh7zbIY4TfJTOd0CN8cY4NgjqioJtTai6r7UXhSshLxklVYxugINIzuS8CsTEAWCTa+/mihoHn0Cq81VyQs0JwxibJEbKC6iqokC1qddCCxUjbmceuIKKmPq5ImgGKNmcI5mhnYtQt5fLRUykCiva+ZXH5GA5gfMyOzvnqg1wTskvSSbLDSKWZ3B0CAPG6Uak0eOIJV/weDpjrUBmB84MUBF0JIQ2glQey4YN6WQ/XFviP/768kzBGrQaW0GWcpu5ykLYJqCrr7UUslZsXyKRLcfE3phgrCNpVpPNLAaRSUb4OVt184roRWzAron75+vhUbypZQQvE+smub1JcwGSbto2R3Yj/IXruoZE/NeZkt1Tjzv6urQoz9aMjF3RGVrYXsf2itUhNHOg0alR6WoRHJNrRWGBYE5zQnw+44f3j/j61b1w/m8i6pqR14JlLahJ6IC1Qpg4ch6aYSK9f4sgM0tmEkbpOi1Jnhk5bnx/4UlLxEjKsCHF2IGKkqXJrjUBgaUrmfUQE1SJ1WsTlogl1MpIa9ZoV9kctWJZV/ggLDXRvJfGn7pKFlayaFzt93u46AUOTGtbYpdlGDpImqSIPNYlYz5fcH56xmWeMa8LPMn0uHVZ4LRRzSAk22cylc0e4/Wusz1m0GFKSTFgIAYNEMx4MaNFLlfwkxkyvv4n9LN5ZRLY4J7OfGk/zwxUM3Zn4f2XKh3dVZhqPgTRT/LuRWS8YeIohi7v3WXJ22loaZw6O20MsybJdnaYbe5MPzubbMzOXYe0GcM4iFNw2gVddP/ZWW3LwJt14av37HbCVo+bbWiEmVploE2tKhUTpL5BHa6WwK32Z9TyNHPktm61IRYMDUa9kwJziIBzSKXisiSdyWE/b2thQa0FDvbgt67gy9zCFzuF3TSh5IylctuX24KUVz2cOMT2tVKqFG43MNOPjN3m1YpZHjjc7FFqwTzPoizJkMltVeibwyjF4mVdmjG0zMU2Sc65ac1spS3aWlmkCLsf+bzgZViKt6xl43mt3b7aVDYn0tFVCzreeUSltRJL1GaPw5PTztkOaRlW+zLas2K6MZYck0bcaJCaSTPL+gc9z71JhVmFwiohDjsQjyjLCY/HBcfTb5GXGW/uD/irP/sKOw/sXAVzgAuEw35ATQl1WVAhek6VGRQC2HuknJHWjOfnI3IVsbrb+1sxgFVlMpiACh1EVNQJEJgEivDBYwgBngKCH8XJpKKVQ0IuMjWtcBEtGOfgSfWEshYOiyidZoXMKETUWvDp8RkPr+9xt7/B7v4AOGAtGe/fv8fxdML97R0eXr/C/+6v/xrnyxnLsuJ4PqKkirLorAsIP7xWgIXqhZQyfErYETCOA27GATvvUeYzipO50qSzmqXhLgAxgLjTohvmTWIQc1lltgWAp4+fpQM9ONzf3iFOI2rewDA6n8A5rxo7/XxBo3ybW7JBc9TedwNo1HGYOqeyp4iFXjufTvj86YMMG1Iabc0BXLNMOHQEUGzv1yacsdXgDGfXAIuUWWX1QJ0tXHVOMhOhQPo9KAGH29sWRHFVbVHNfpx9nRmsneeSkVXE6PFwd4dhEPE4gZdkb8hsZZUnV+hWCB9inNnSAnJSKzGHYFAnF5iceC0yNKxWa6x0DT7e1lCdczJIqeNTcGQ6RPJ1Gy7VKfyaCXmPaR9BPiJX4HRZ8fh0QqkA+YBx2gGwiYQ6r0MNyMsA9EsdAvAznEJaZbQmGk6IHxl35l50NXbO9rX1oPZ34Dp78F4E6EwzJDhTp3StuJdTxjROCD4ge0nOqj50q2EYJihYv2t1EPmqLZPMvbUHKUH7NSvBZrea7kqLAtmCK4V8nBUj5XA16Q99UqQbzkSvXr56jUQ1fap18kpULd2+tUVQ5oiB2q4TAGw4EBho8sVQLJgqfJzAJSHlFR+fL8ilwjvGw37Cm5sJkwsI5DFnKNQm8tMgHTzjAygE5FVw61oIBK/3HxB9wLALQM4yd7ntDfS9AyvQ1+a4TAPeoEQGJBLdSCFUX+GKZKupGIwnUExhIBXGh89P8mRJBM0OD69weHUL8pLGj/s95nlG9AHTNOF8WXC5rDIcftaJW5xadF4Kd7gY0nDlisz0joPIbeyGAbtxwDhEDCGgyICJHoVvf2cbFSoSFQBATHh+esQ8z3h+ekJOCTmvWOcFNzd7vHr9SrpfzbAq5GTznPtLHjzZelOLSa+ch52N9r0ANpoT8AqJ7nYThjhokKTiiV6kJ2iT/UBhHElkpHDccJd27xvKJmlhmUQgctrthJBRuNfQrPbIm8h+Y1BMSkICVJEZD8FjnEbNFKJOb5Sso6akQQka5NZUhEnbSwmATa8zNIE3xBoW+ySFZK05Mhpk3Gsd/Zn0PxqKYexIwLIOq5Pa91GDjCtCHAEfsJaK87zg6XgCNDgSmybZtzXAvQSJtijNl76+vHltTW0R+n1efxhDDnqr7P+Ed/pjxQ67cK/SAzlnEFgjYYkwU8ooWTBogZgCvFd1xmqY6dYpbOisnNDyQuqfSZqebr07FHLBRviNK1Ady/CczX03vNQZs0rw36xqqdt1cnogGtdc/yONTmRxpYmvbCh1IJ0TjaLyxJ1ym7NqArWUskM7oF43EejGwQ9ATpI5PZ4WzOuKtC6YX90ikIffDyAvc5U9EwJEg0acGatKZABRBjiLU1XJkeAihjjg9maP5XxGXheApBjR+NpgzR6KRuEbmiJZ9F+1a5VQoMaiVil++4qcZbhM8F4VdWQSVc4Vj6cnOEe4u7nBsNvjcPeA2/s7Fdsj3D88oJSC5TIjl4Lj6YJlmZFTRlqku7YmmQSHqjo2AKR7WYMaZR3d7HYIw4hxiJiGQSU3AtAUlGy/UQsOoIfdHKFQVT2eH5/w+fNnLPOCZZlxPD6j5Ix1vcXDwz1cUHhAO1wNctwW5g2OJINk5KvyvXYdL88tiZHsMKese4xBi+jqGEJAo0APAbSZyW3xuxg0eeTkrs+aWQijl1auzS1O04RADjVJ5G0Z+RU80t5Bw4qSUHJB8E4dWlFpF5HpDyEg6ECtVohWRy/LJ6a0g7omOKHnCAQisSfixFnXRlCLTYx51Y+1tQtX7KKWqZlx0mBU6zEWcDfUggXuHEMAu4BzrjjNC56PJ1A4AKoFB4OK7TNgxIGW6LTt96XJwhc7hVFlsFNOKvkhBqLha7qY5gmZuaXcW10kWzwzeszch9QwYxgGjDpZqc9D6HcTQpCpVrkgHU8wjtCWiiZpm0Q262p0UR3urlRUgQyNS92N7G43Ia35KuPx3iHX2gyF3amN7dzv9xCNH+29qPVqK9s9b5vzYMFUi1bQNm9KCVlZK94LzOK9Vx58d7qmUioDOmQTmkPgdp5MxE/SY++jzkYgsCOsqPj+8wnH04J37x/x17/+Je5udriNASMxRieT02pKWC/nFlkF8kAFduPYjFv0AdMw4u7+Hnk/IqcV5+cn5LSCMyHZBCouKLmqfLjs4GGYMIwTDvs9jueLwFO1O8bT6YSUEtK6qhJpwN3tLRgiELZmkdNY1oxhiBh3e1zmhHfvP+K0Lphudnj19jUq5JnPlwWXy4ynp+ceQWYAlUBFmt9qqVguS4ND1iL02bubAw7TDe5vH+AnUXedT+dWuHbjACYg2ewNBlw1J5MxzwvWNanQY8AQR5xPR5yOz7g9HDBGj+g91mXBx/crbm9vsb+5wc3toTkCcq6dOeO0aR+17rrashvT8bGIuJEkmqMWth2Jv8Y0jIjDIJPSNPIdhrEZH/IBTA5LVpo4SPWqbG/X1k1rL4NgGqvKomEW4TyCSKd47g2epVZQzgIhon0ZhStykkw8xgGoNo2RAO9RFY4i74DixEvB6n1s6KQUYA0K1veubZ52RdQAjwhKnoE6IJ15EjxkELLWK0ASfLH1TIlhl2yCEKPIeDgfJfPTrLGWAtQikJf3eHx6RspVNKDGHTITPn9+wvN5wXnNcCT1hxB9O3uke9T6mho8QZuFoy/zCj9bOtup938JG+GFp7z2kteQ0XazbB2FbRwbqWhGUm2bDO1WJ5OUFSGZalX4qDeP9aBIo3TX0zv73VQEt9FIl+9Wr2twxvaa5cLbZ5DuMIOhtrWAfv0vMyRN3zdFOGKj+HD72T/9S1bbFJbadWql3NZO4zYVeHPS1wDoWjucU0UtM94/npFyRZ5GHEYPDAEhjAADmc+im8TCNpIcSQrqpuNEjjAMEcwJtUpvgM1ZxrL27m8mkGd4Vhqn86IL5DxcCAKsrLIPWNVxcy5CJSZCiIOQH8CI4wgKFb5WhHFEjCLFXWvFPM9AJFQCpsuMWrPUxpYV67JiXZLUheDgq0TaXLSAWNTJQqE4KTUgxkFojSwNiAQZR0shSJ/DqJkf9efx8rmZcbbiaAjS61BVv2ddE0pNcE6mCw7qfK8jZ5G+aGgQurzFFrqSLWKRct83bW82ByEZ91LXpggMDa7IhZ6dNDy8tkSoae8YUWNzphsGb1IQziGOI7iKC3POgXWWis0tYEi2Y7bA7pEti2eVhNHM2zKc9tlEzdbUTWTuqJ94smfQnBV1JITQDDtXhmzTzZkHgZ0V2ql/DdvnvckOYD+/ySr0Xgisnc69FsoQqI6dQ06M5/MFa64yAlSfSWUgeCeNtrVY4aV1xRvdsWco+KLXFzuFZZ4lan6RKrVN3tIlMtcqDsQ2nz6kl1IT9rUuUMdY0toepuHqjjxGHagByDAMbDZ56/x1Ar+Ycb6KzvX32ih2UhBmpoYbpsSttZxzRoEcUq+FPfGJBHIG01QpdrP1a0g0b9dg14RNraKU0mY8GzzmnCo5Vgbn0gpXAFCLrE3VyMyyGFk3HbbiXeNpd6dmDYbG/JHuYxDB+Ygk2seI4y1yXnFMM/7zb77H4B1eH3b45dtX+LNv3uLbN7+AqxlzLqAkjWiX0xmojClGLMuClBLGXUS5GRHHiPNcMOcFN/d3WiD2OB2PWOYF80Wa5YZcEOMIkMNlSSgVOM4XkAvw0QG5YJ1nXM5nKc47h/v7B9zd3+H+/q5pyj+8ftOMwDCOqLXgfD4i5RXH0xErZ1yWBUtaJNsqBXlOQjnOjFwLUDMKRIenKdsyg5UuGncTSGch7/a3AAjH4wX3MYIY+PT4hMJAGAYMNzKL11UFkvSwWz1oHAeM44Ci+lpD8Pjq7Vscbg74z//lv+Dp6RkfPn7G69f3uL29UQVW6YZVXpYUvxUasSDNkRfYqEiPDBP1xjAWFpFsVAZ0GE3TuXNeiuwp44ePn+Ccw+HmgJvDAeM4IungGZGTMD/iYEiAnVfBxklxcTmjJRcs+hwvywIfAn7x7bdgz6ofpiNyY0VaZURr0PkIMt1OjW4rhlcErx3lTsbMEjuUImfcb2ogMnsgSVOYkx4br7W2YnuhFAQnvQuSBcjzO19mkeF2hBjEBslYXgIqtPalGnDodZXmCNUxVOYG54mTwUbaQ8QAh2EQdIQZaynwMSDECbkSTvOC3333Hue1YNwf4McDKhyWVBDjgDgM4HUFs8DqMQqF36BlUWz+cb3h/2+nUEpp3iw2DfYuOSHDJ1rofBUZ/1Sx46VjaEZb/7/dgmHwUMVK9M5F6dQnEPt2MLbFazPQLz/DxPSahr5ihgCQ8yqNRLXLP7df2gFptRWLXHIWWIE0CoJFJyxJ/VZh0jmPGKk5hS7kxy3Ku2IiETVHl6xLtEWb6n/NUW/YC/azBIDIN+yyVBYRMsG/gAqsFfAuII571FqwcsWnOYMeT8ggzOuM/Rhw/+orDMwIteLjDz+g6AEuYFTHyFxQOKNSxWm54PPTIz59esQ0Tnh19wogrxEiEELRyVDCnojDAFYHPWvH5ul8FjiOGcM4Yhgi7u7uMQwySnPNGYReNxINfqHiXi5n7A873O3v8PqrN9IH4BzOxyPmywWn+Rm1MFwloMremNMKQKjPRWcizGlFBAMxyvVVxqfPnxFjxDgOOB6PIE9IecV8PuMYAw4PDxDRbidrUrkpvBYNQyWy1Ql90wgXI4ZpxN39Hc7zjKfnZ9wcdjjgBnf3D7g5HKTxsvSOfguKWhroBOaAj7qXWByDczrykrHhdwIgZYVJcAJyDfYpRWi9Qy4IsQJBMgUwyVwABkBeIRKgx95atLUsBMLyWZcF8/kCkOS09rlw2qBKBWle2hmxLN3qcGYV1B3BcvxSUjN223Nu8KtAsQVB64MyK4ObdSZi+I0Et/cBtTBSWvHp02fUWmXW9iSqzcFJQNagtxd21uognZKuxp8ZREZWgWaiNjNFnFXSvSJBYoDzEX/4/j0+Ph3x6fEZuTqM0x5JM0TnZZ7Mskp9xQLQLj6qzsBsylWW+cdfXy6IV6s2q8jr5bAakV8m3Rsd2bx6D+4Pb/sQt18D0B49CM3RVJYuZGbRTN86AfPSLz/rpxyCRFSKvmpUmEtu82RTsgIx9aEhlv3QdTSgb4hci9YXdBKVE7xQWB+mmY6Gz4bgBe8EwKon39hOwNWM1a1TMDlue0lG4trBsffXy+r366zeYOvbc2R20vXcRgzmLBoyy4yKGXPOWNKCV7d7vPrLX2NwDhMBx9OM1Z2RL0ewV2OBgqIFxHlZ8Hw84nS84LC7wTTc6NzegBCr9ioI7ZQhjT/M4iDy5YJlXWS2td7vMI6YpgmH24M0/JSszhiIPOjELtl/lSuWZcbdqzvc3d/hm1/8As47zJpt5TVhXVZwYUSK4rgrY12FoRJCRCoVuRTMKaE6h1AFKqmVcT4+YzeNYpepgjyhOsZymUXVMxe4KMZPNcnggwd0MIsdT5GRCgjDgEiEYRxwuL/D+PiENWXZgz7i9vYO024SFlh5cbIsOtE/m95WsQ5x+zyywqQ5FNkJtUp0afLpTs+HNFUV1eyqMN6OEB0M9pGBTM3AA1J81oTEkeD5tVTkNWGZZ4zjKA6qFJlHXVka/hSmsT1rpISmKAuluLMI05mFMQaO/FzXlbIMQIYziXic0/Vo+lQQTSZP2tAHILiAOWXMc8Knj5/0TLLKTzjU4pThZzbF7EB3CAZhmRHuqIVm7pXa0CgofVhmwmcwW4AtvTHvPnzEu09PeD6eEacbxHHCstYGaZbKqDU1W+cUSqq1NAkd6Pf+MZLPy9fPEsQTTq9DWlckVn2jzTQiY8qQc5K+1mss3jyZZQlbiMd5h2EapYsUJNiZ4uKGhZoRYCdfrzACM4DaI+atfPbVtdl1yMW0TRedyWtrnlIND6wtyjcYSgbtCAOGdJO1FPHFfAkfpIiYdRzjVXGdgqhBhtAKyykJQ2rS3gobZ8jMuFwuMoBmAytZwboylMtOcBSFmcG1NT71iMbBO+mqdESC4UMPby24lAKiIPj+4PE5r/j06Yx3j8+YAuGffvcdvnl1j29e3eNXb97gTfwGN57x6cP3eHr8CA6E6iHjQ10AXESMjJQqfvub34pTcASufTaHDzJZTqAsD7iA5+cnnFVG4+ZwwP39rWjkEOF4PsKweNlHDqmsSHXBvAI3+x0YFTe3e6HdfvqIw6s7WefNGENL4+H6HO84jICanMyCyE7TDfa7He4Pt3j//h3WdcF+3ANccTw9ISwOPnrsD3uUZcbMBX/4zW8w7Xe4ubtTdtKA6pU2zWac5CIqKs6XU6uR/Plf/jv86s//HP+n/+F/wGG/lwyKpc52UfkT8wEiiRBatOp07xYu2JirnkV5L59ZCtK6IK0Jj58+gmtBdDL6chwn/NkvvxED6zzgA8h5YWERAy7AxwHkA5zTBtMkdRo5NwIZU4vypWgenEMAMPggDC22YUmE+XJBWrM0BF4uSOuK+4c7hCFAdWL6fof5tI73AzbXWOCdGCJyTk2113mzBXZeq55l187d+ZjhfMTbt7dYH8/49P4T/p//4/+MNa34y7/8M/zlv/tz/OrbX2IMOq1bo1ZGDzSbaOcmaLQ9Kl3OHULOJcu6DzJhLcaIRaEy7yNSrjivF3x+OuJ4nhGmPQp5pDWjVHEGOaXW22C9Tz5IkC4Dh6Q2tJ0L/iWvn1VoNl2OrFicsV8afNE+97qo8SVc2WYEobENNVUWQOMrS4nlc1pJR4qWm89mjYIMSqHmxfXfjaGDl/+m0YZTQ980ntpPCpZrDsWKRqa9s7mqJtXgtXmFrjc2V0al2umwzBpZdWitv1g7qHv20C9Yn40NueeKXEiLY734bXQkqRHS1c8SkcoIWHcISfTLFZUETqqpgp/OAAnff7ebUPc73N7cIOx3GPMeNa8oDCzLisqibeNIJtCtaUVeLXit2rATEAeG804yBipgKkhpRckZcZhkWIqyjRgK71nHrDrlUjNsw4ljlT2Zc0LmgtPpLBAFM1JOGkXLvQuPXZ+aM+0iQowDAtAKwKROn3OF33UKcq5ZUi1jsSTg+PQomVZl7G72GOsefhcVm7Yjx42GWLnPy/AhIA4eh7sBQxCm2OVyuQqgfkR/7NukwS5NR0sHSQGSjYkBs3hW2DYlJVSuMgFvEDFAyXql0GkKnGbQZEhTHwojaIzpeRFsF7FESxKg+YBxlBGtMUSY5EaT7gBa17GdI2buNTLqZ0dTNL3nbnzZSd9R6zQugtVck1nQ7INllRJZV4Cks/58vuDTx8/49PEJuYg+VtLInhQJaYp36MFwu44Xv+yMWXG4anEZpM2vkHNrxpx9wLomnNaCeUk6PjW2NZZ1sc9CWwdGZzD2DPGnqb3/2utnwUcuBEy7CWtapbFC7lbgDt2shWtjGpDOPX3JRPjRezPDO49xN2FJGUkVUsEMrhkWG7BNKts6HDWgNjt5e3hs8DUAeN9ZR7mWtnjb7MIennQ0btNZNGOdikE4VXnRvmkutUyDdEiQDuGBiu1tN4hBRtZpTSDsdzsQEZIWNNt1kVPgocI0ZAC0yAREGMc9amUs6wqs+nxMK4YZgHbAqkyEOC0VGQTLPavcr0GAPgTEaYKrCSgrHs9POH96xHePn/F4POEXrx9wuP1b0O4Gew+cHz8hlYr3Hz7KLIc4IENGgdYCzMuMnFMz6N477HZ71dGR6CflgmWZwQzcHvaIQ0CpGfthB3KENS1ixIupSYrhM+d/mbucyTwvSCXj/ft3iNpHkNZVIsjgkUvCfL4IRVB7XIiEXnnY34hj8IS0rlguZ5HnrhXeEfb7HfY3E95/eI9cZQ6EQRMfvn8GiDC8f4/7V69w9/CAV7/8GsM0YdzvWoHTBisJjFZR8wLyEc4LBXNdV8mIlfhgZ8X2UAt+OhooxoWF345S8Pz4hMt8wbwseLi7wziOONzs4AgK53mUtGI+n7AfR9RxRM1ZsnGV1jZNHSsk55JQOSOVKni4yr9ja4ycQ8mLSJcQYbfbYYwRcZCMyA+DPO+UsJv2SvkkDDopkbRvpxZpSpNakawxc4eAxRGalH4Fk2ggZWVwOUcNGmaY4xHIKRdGzglrWiGjOwmX8wXf/+F7/P3f/wM+fzwhBCdV/VoALiL06EjmnGyaBwnSe2Nz20upvV9Iwk/EYZB+mLTqKFGPoJnzMq+4nM9IleEHj6enC959PuF4nrGkCh4DTOG31m3vBXVHBQtGBXb3GlRsFXq/5PXlToEccmVclhU+DBgb7183pjJZLMEjdi1yqZsGDZunICJbJpIlh3Echo4tVsMNu6JoTlLQ9Vo0skNiBVSn1EKTg5A0j9vmspcjAnloA5FlCzrqr1ZJex20TmFGUoxzkwdgKaCJyFbPBKyT1e7JtN0tCmrruYkktsVx4LqfoTlSFgKoyBy4zTXL9aS06qGVYeXReRvpDpHv1XmuJBuJSSUcVL7D6kHkqUVXsMyIZDKa2zsAGYUL3p1WrPUR43/5Z7y9m3B/M8LtboBa8HQ6gXIGUBACobB0JgdMcCF2JgQD81qBnBAGERgTIzEhhIC72wNyyViWC5wn+Bgw7EbUIs19rcO7yB40EF8QDG6NjigMx0BwHpUI1QG7w4TVE9Y1IUOwV8ciehiGKCKC6wywZC7rfIEfPQKcZDN5weVcQGAMIeJwc4s1r5jXBeucdA84nPyzYOoETPs97l89aBE0b3T9hYHmySOYXMmSQNQjcolIAZFbIWxpkLT5vWfPwmI7PR+xzDPWdcF3T8+YxhHul19jv99hN454uLvDMkYcwXAhogBI1eieTvYHMyp7pFwwX2Z8+PiI0+mC59NJol1P+PbbX+D2cINp0mIKiT2QkXUWkASRwnYOBQQXIoJluBo9ewe4CiyXE3xwOOio1+BJ9LFassDNGIqSS9XzrrRuxQe9Czre05pOjcJiZ88hhoDCoq9WSsHz8xnvfviMWgriFHB32OH2ZsLNfoRDFVNgUFAL1rSAzkV/bTS8SFRl19Vg4hVeEYqq0uq5SmG8VKDkiuN5xsfPz6AwITqHhaI6P23cJTkPPdsXtVWRBpdFcl4yBZDZmH/jmoIIpDHWlDHECO+EimhMHNJD3j0noemUq+FmhQ2gGxf2YAGN9j0CORTaDCjn3rZfc1XvLE6BIHU3w/Da7AL09NgMtMlTQ40pQSl77WeMNSEGXthGG8hHFTclhdDtUETzp2uUUSuglirYo7ECtmtjr5dZk9VCvO9T4q6yK8u4YDCXA3Q8o0Tglm5LFE1mSNCvq2/U3qFbYZCCORFL1+UzGSoKFyK4JlROeDofsawnOC6o/BXiMOAmjuC84nI5YSCGB0s7f3UonuAhrArDgivLzNlaKshzY4scbg4Ypwn73YTT5YyUV2AlRB5we3uHog8/W+2n2HMB5GyzFOAKy78p48ro1I4I4yR9DOwh32fP1LIphSDSMqPkhJRWTEOQjBQSLVttJISAadqhXhhcFzVejOIz1nkRCYTPz1jXjOBjowpO06jOWhqayIteVK0VaU0gkgNeq0alxhBSeqh6CWwPu+0og7vWeUZaFqR1wenpiHkc8PrhgP00YIheZ18T0rLKfTMj1QpP4ogKW0cKoWTGfFrw4fv3+PjxEz4+fkbVmZM304AhOIyDZK/VsSWcwopzQf/u2t4T/asoMzeKyK+LsWekZQFXD6IdPEGx844SEPVgqlUDDVpmAGaoSdsquMJgZ3MIADSTkJ4TZslGlnnF6XiBd4RpiLi92WG/HzGNQfWc6gunYK7YYC+R3bCgWRw/JEvQQV8+iA0SiQsJEizyzyp893y6gIZ7eBeA4gGWUQMOemPazc4MnRMjtSddIZCnTqP/kSTKH399sVOo3IfG2AP4KTjEoh9jzWy5+qbPA3QaoXMOwzCBiHA8HnUoSceJmaXjOXgvkbluGoOlvKm35qpzktEW96rIXVlbv6VJx67be2ENlVyvDbfei7Crsj5cxhAH+VrKXehN32vLGhq0S9Mp62NLwQWwkccNrTh9c3Oj6/DU6LQGb71kHdka2t+XZYFTel+MsWG65hCtwOqCYrnyUEEaQROpXqnBaE7TZuqbv5SqXbOECg+UgvdPF6zpd/j9D9/jP/y7b3GYIvY3B9RlRk0rnBcBu7WsKEkivXEYMUwDdtOu0YuXdQWWGUsqIB8l9dUCaYwDamGsnPB87J3Ndv0O1A7nvCZt4JXnGseIUkSuuOh0rLVUDGEAeZEwthGJpRQ4PbTTOALM+Pj+Bwwx4PZmD7CwRWqukmmR0LOjH0DkMU17+DAAJLLpwzTi629+gTdv3+LT8YjzZcb/+3/5TwheBNB2e8mIomr1+BDgVHp7XRNschnrPhmmEbf3DxjGCXC+G6FqeLLOGXd9z93f3+F0PEmmrRAawyGXiiWJZDNzxTgNQK0qb55Rg+wh8hHBiUBkQUZZLyjzM+ryjIkWnC4nfHr8jLr8BSLdw9OGskmS1ZBzympSuinLsCReV+SUcPr8hHWecfz0GcE7BE8Yg0eIoTkWe0YS8AQNDLe00G5bqtUxhqCOFC1yIxJm0rZo7VXttdaKNS94eL3DX//NL1HSW9zfH/DXf/NXeP36FuMYJAtkgBE0e+8gQQMVaBOhO1bqO7Am2VslFVTnlSWWQU4Kzbe7e8yp4jfffcLxkpGqg6sSJBfus2ZsUFjKSe0uQKQEkk3NyVFnLv6pmu729bPApq2RuS7O/nEPZP/mfcf4t5V5M0KGr1e2CPq6/mCLAfAm2zAstWuYb9/7ZQ3DWAMN5KLOgLoq2uiTtjnGtZqjgNZr6ao5Ta7hGgIi71pgIhFL73CtVaAw5oqg84rle+3af7x+P7WmW2ezZVkJHe7HmQg0ZZUzok113LngtqGvnhGuu2TZEmXnUSuQQdINzSs+naT5ZrrbwUeWqJoyPAgxMxgJNVfAeloUUjD1nqxjWGW+9VZgzKiGpDQ7wEQKoeCXYLjayAcxICahsSaZLe21aFerCKrVypK5aNGuFkahgrQm7EaRJPDUDZqCFjo3w4OC0pAhMJQMkJf6hHQmizJsjANKYqyXhMvzBTHIjISaCkIUxzWOoxhBJ891WVdLSKWLO0ZM+wk3+wPcgOYs2j6HQZayThahDuMIAIgxYBpHKZwPo3TLboIg5iKF9MJgliwohKD370BcJBTwDO8qgqs4TAHR7zAE4GY3YAhkhDZU6oeJrS8G2rSl/ySwL7Cui4xerTI5kAtktoKdLbUJ1Aw/td+bAfQa+FkmjJ7xoq2T9lQZ0uuUIsxoqAZRxd3dDX71q1/AEeNw2OPh4RbDMOheq2qjSiMmbIE7e9nfeINktGDO6PsyyAXq6RCi1O8ejxdp5mSRr69UlWjS62W2JqzLIRT4LfKCZhdEIy039uOfev1sp2ARbF90ag0TL6vt9nLasWfNPnZxL4ut1gTWcbJrvn57MPpwWxHZObjgm4SCbYCUSstcusxFL8Z4Uu4z+kYFoNK20k8g9NMEA25KqQjeY7fbtc+yTKmUgmVZUGvFOI6aUUlzikFRIteQMJ/PLTuwe81r2qS4GyhuY6gt6zJmiTkDWZvrdb+qW6ihdZYBMGnEde08ejOdZQw6FUyxUR0VA/gB7CqKAy5V5CJ+88NnvLk/4O7uDnf7ETsPrKdn+FwRxx1Ox1ObKldJBhDFQSQjdsOAVAv4SQrc3gfkLAfQuaC9FkBOMtN7mnZYda1FOXfFsqwyH8F5MDEKAyWL6F1ck3TBE8DEWNICLhUxjkKprNK5bkPRb2/2COOA/W5SqmeRYTeVcMkXDIOMivVehOIeH4/Y7XaY9jswO+SUcH6+4O1XK2olnJ4uOD2dsZ4WFC9BzJmPcI4wDB43hx3GcWgDVy6XGd4FEBxO8wVxGLC7PeDh/jX20x6mZVVUgqE9c52b5iBB1H6/x93dHWKQjIiZkUuSiBkMFzyoEnJeUNaMmmSeRowDovPaAUxS2EfBNHiMA2E/Eg7a7bw/HPD2m9fY7QY4r9IbW6MF+XuBSIdIxKsDsHLB5XJBWVYEIpkPnhMGB8A7lV8Xh+3I28lo7+82iENKSZ2aDuzanCVmUQVY10UE+ELQwK5qZ7LqIzmHb7/9Cn/x619hmkQyZX8zYFlnpLQISUPtoEOEI+nVIP0sM8atGKxnqagSqiNCGEdtmATIRelJ8B5+2KOmGb///gMumZBqAOeKSlYrkEDVxAQZrOoipHAV2hhkgBpyME0Tnp+fGzPvT72+2CkYlNI6mF9ARD/ZD7CJ2td1VSy1F1O3mYd9n0nSxjh0CKRsH5w6C7aIul+T/Jt9Ov3omq6pabxRktQswnB1w7s1EmdV7TQsvgDKWLhuUNmug9URXsJGlvGM43i1FtYMCMKVTEdnT/n256C0xq0jdlqHSGvqEJ++nHPChNLr9c7m03a+/8usbJuGboMAgRCByjp0RSWLiUa8ez5hKYz9fsKff/0KcboBjQVhYEQijPs9csp4/PQolLvLBVOaEHRaXy0VB3WSom1VmqxD8EJJXdeMlEszPCCHGKVWMU597jYDcCwHM+eKXFZclhVxjCr9LLWEskrvQskFqQh9dp5nTOOAaRptJ6NWG8DOG1hLm7dqQSpSRDyeTnj/6aN0axPh3Q/vwSDM5zMcgDevXiPnFaUkCVrIYRomBEhjWk1Ke2UC1oxSgZClG7bOCfPTEYMP2N3J7AofPZKxk0ixdkdNr8tH6SeA9g5J7VczcZKCNHmZAVxZ1ha5AJxwOZ8R4oAQB/ggQVIcA169fsBuF3F/u8M07bC/PWCYdnBeCvmk0beFyUSKvOmQJWj26Z0DRddqH+vzM8AysjKP0jE+DoM2zG0DF278fPEwkHvzAiRS1azXWcQsKID9jBECCRof1a5Q6knad4T8JHYgZyWKMFqdzhACoQn0DEaTbgkuWGFs/U7nNjPbnWbc5FHJgTng9394h49PRySWQnzVIKxUFnujcxtI6bwhhEaNth4nI88wEXIqqHUV2FQHZ33J64udwsto1eoH9m/b3+21zRpyqwf8mGv/MlKttWIcOiWzG8cXsBVs39WNQbZ/+bETuHYS1811bbyfRc4vYCUr0Jozs5m1hmRZTPRTE9de3qNlTi91oFpXYuxZzVZCu0NxHU+1zM37AECKVfUnnonRhvVmW6RoEg8vncLWMViEYV+TNSB11gLlkAOez0+ovODd4xEPd7c4HAjBR3gSvn8YBM89Hk9Yk1ABASAUgSmICOM46H1npMztsEOVTCvQZAOscEzOIXo5ZFm7OCWKFn2frNBSLgkTGMwRPjiZ6aCdr0V/mfzAPM9ocbdBH5rCS7OlzAGuSj0sRe6nFMbpeEKuBcM44nw+4fOnABRZt2maMC+iFJshTjY41eAqjJKkb8KxsG2gdRxXGZwK1vMF8zBg2u1AwavAmzL1yGAMbjCNZYggw9YBaoBdhekZkQsty5C6G7dRnB2iFMdwuBWW0f3tXggBh4MUpFnhRQZMWwnmHEjPql4H6Tnweg5zEifkSafXqfRM8B5JaHLqBHgTEGxsjWxQlXrpeH6DUzb7t3VJ67VZANdrAhZcSpAqdS+5t5f2x4FaENZYfHAq5Ndy/n4WDaolgY0qHCp5VDi8//iID0/PyAz9uqghiJpDhoMoJXhzMN61M6pESF1rkpGqKujY+q22C/avvH6W9hGgVW41XsMwNCOxLZxe4/SWCWwwMWCz0XxLtwxKyjljv98DUIqoeniL1K4KyOiqjPaewzA0g/myGN5fqnOinGLDY+Vz5Gum8eScQ8orSikYFaO15rQKgOpPG1VSPHybCdn72f3NGykHuZ8f3+P2ZwE0QbxttpVzRi4ZqWzE+2rViDY27XthQpg204/rO1u4zTacFcNZrAxEydTJrGzySChIXIHxFsey4D/95nucLit+/+4j/uoXbzEFwoAZnsU53b79CrtlxXRzxOnxEcs6C97tA2LwWFUWWWyLNvesK4Q+GFXkLMMNAxiMdZ3hlNYptXHJxpZlFTgPom8zjAO4MtKawFW2PnmRWoCTNRnGiMPNg+r0C+GBvJfaj/bJhDEADuoEsjKpJDpMOcM5YIoRD69e4fb2Fjf7HdKSsKaE9x8+w2pmUTvulzVhmcWIppyl3gOCZxlw5INE+gSHx3cfcHx8wtPnTwjTgDhNuH24R5wGhDA0Wi/B+odEUoWcDI5v85QNVycHchHDeIDHgDomeM1wcylgkjGQXKS4HsYBD9PXcESYdpOgAKV0NdNNMERcG1RpZ6KQGC3nHaIXOiiZgyICNKqPOhPBxOTa/tdMVTdtE5ZjnREPDf6a1kY7jwKliAimwlktGBDnaHahF5DFi+ZUAeHOgVHgHGPQDMyGHokjFkZcqQwfBpD4Mg1KKlIpCD5oxrUHyOOyVGQ4JCb89t0HvPv0GcmNosDqAoqKn9qMlVwSYJLe3Ou7LXNRx6nHu93jOI4tiP9Try/vU9gYJXu9jPoN391Gmduf235/j5Bx9bul5n0eqj2wa6MGNmxSIyDDMPmPGdV+zdcvu35zYBpZa5OK9VI4cmDHDbqx6LkXZDefy5viM/XPbkFU+36DpLbX9se9+daAb4vNtdampeS9RY8WkVgq88Lx/ERdaPt3frHhtpmWPGsNg4jA7MAE+CBCbCnN+HxcUEvFQIT9GHA7eDiWqV5v7u/hxxF3mi0t54uwMLjCs8Afjmxannx2qfZnbaKCzI8GpAGKdGwks0yuG+IAHz1c9RhjlNGfY5Tzq9RGkSYRldRccpuJO00TqkJJ9txAJNRA/TwZlLOKg2EtdldZ191OMOthiABXrIvMT0gpYV2XzV63HgDW3hrWojfaHncAwNLIicrIS0LJGRUV/hIRxgvAFcNuwnSzB0NkwkOQgC14EbLrgbVmybZPvUBvwzChkgeHQYOcClcKXJT5wM3EEmlTpgOTNkKSmWB15HoTrZ5VxaFAjTOcmFe5J6m/rcOIk21/J+MlizLT+MVc6qsTolnItdBf2+h6BHvBWS6P249s8ncYo7HrBPVfci+kfRtoEb8FW70lTjIK5yNAwlQT2qnW4siBfECcdiAXsXBCWhKe5xVrAQqcSsR4MDmUatCgrF1DJrbnmbe/9yftNrTVP2Farl4/yyn8sT9vaw2lFFWQHKXws4mOjTVkUXx3Eg7OyfeZN6/VdIK6/pAZb6C3cwedbSv7q/4oS9ku2k8ZXTP8tZaWrZhOTHdsaNdvlNStCquxeNjWo1aJQIG2yXmT7zK40eJKc47mSNHu3a75pbPbrmnOGaVWePgGT1SVbriCzyxbcV1F0YyT1Svs95e1HntWkgV2iE+thEooAy7uwC6AS8GH5yM+fHrEh4+fcL+f8Mu3D0DJooEz7vHq/g5fvX0L5wNOj4/48MP3TdtJHC+hsDFwpFFQ7KI6cJLu8lor5mVucskMYHAD4m7EgAoEh/uHey0suuYQL7MN8klYkozj3I0Dxv2I6WaHy/EkUi62hkSIwwgiGZ6Tkxj5+TzrHvBwqm3/6s0bxEEogiktOF9OTVxuXhY457UDv+9Jc+RRR8rmnAQqIMlmnFow6SauOJ6PYlyDx/n4jHEacf/6lcyTmCYMh4hIDuMgEt2pFGm8E5krURyuItRHLmLYjeBBVDtLylLXA7daRDUhSKBNu1uKGGRyAdV6w4y0UWvrBDYpcqAP4/EAUEVA8fZWmh4/vfse7AjsCHNKCOp8mUjgdwVAKjpTUJynjMPtRnFj6o25RhZgsv4nwQM0I5XczOm5t+E1dn50LnvVZk6QCGNq0GeqsTIlWhpMwxCF+KKQYikqyhciKA7Y3T7AxwkXPmG5fMa7z0ckCkDcAWEAswhEijKykFvIWeNut6N2z90xdMjMBw8PaS6Ur1030P6x18+qKbzMAFJKVxe4FX17CdfIv19HugZ7bC/Wsgb7PqA3dQ3DoIWf1AT6pDMayqz4sSt8kTDYpwBA+1miXvjeXrPci25mdQrzMoOrpvmbqBpsRR4SjfjtZ5E5hM7GIBJ9oiWtApvEIJEvSyGwwVbqWO1+X2Y6IQR4ZoSxF+ZlglZtCfE2sxAlRkvFLZPR63rp+BlSEtRhRgRhN3giEEqjAEokJVxqwIOGnQyfqRnFVTxnIL0/iQ6+Awp9h7fPF6yF8HBzh6/vHvD6q6+wnM84PT8jr4voFpWklyS8etPYaRLhXgxEBWMcA6bdDtN+j3EccX9/j70O9dntRT6kVCmKO+9w716j5IzLZcH3332P49Ozis4twOdPOkwIKodRsR5PMgbWEZ5PF3X+rM2TBA8v8uNxgINMpatcpZCtTUvMQPBCQTYjas1LDe4JrLCVOMhKEjVXIi2cizRJKVnqNM7h8viM5XhCnheM+z2Gmxs8f3oCURccBEnA4EPAMAwo2lX9+f0HAEAcRhxu9tLxPDglWiRQsKZHdQBQ2mcxrFoNde0QrFjZju2nssImjInzFNiMqYJbIFNx9+oVPn/6iM9Pj6BA8LsBfpRZxNKD0fepzSLvZdyeXRlMLZ38Ojuh5hbM2DAeQdEEAuJqo1Gd5AwvzpllqK2+xAWks891VYS4oFlBrknIFOezZiaEaT+JErGb4IYbsIv43Q+/xW9+/x3+8Te/w3FZUOEwTjt4J9PtLquQILC5JmOe6ZU1x2V/N+mLbfC4hdL/1OtnT14DOgRzjdHb4m2apZg33/9j3L1H82I0tw5h+3728jrIXf7slQorxUpyJOOAX/wMKXyzNajXD7xjOx3K2npiRht5R6QMqo6/2wfYZhWo6ScEAOnK5raXdNV26ppdn13hNuN5Cde1dYTw0K04CHPelr3UPmzoJZ0Y1N/DnNvmkuXIsxXQ0NJr5yTCakmNOWXV83cQbrvMZyhY5gWOCzwxwudnFCZM0w43ux0OuxvcHm5wfH7CmtQZZM2oGGBWLRmGpN+b8ZJEhBClAWzcTzjc32IcR0yHHdwg/OxxHGUdU0IYo3YgDyi5wMcBT09PWNcFeVmlRpESAqwbNOp+LlhT0ui/bFbIQbprHRwFgZhYIArriq5ZHANACCEayCKRN8scaJsgVjdKnso87zCeRruM2gbpUJXBOIWAGRDZhMLtZ1nVO8l5lNtbGV+5E6dSUsLx6QkMYNztMHiPIUSzcwqP2N7dFCs1e29bhXmzHv1IWeBRNfuQYTcOPlTUMUM0tEVOfRwH3BwO+PT5E86XWeoULJTTygyUHlLZ9ieNt+Tv1lGzPftdzv8aVu4IgGRpTrNd+/52+hrMa1RUCaD0P8LGVkCb1FjnhUt9aU0ZniSDDGEAhREIIyoF5AJ8+HzEh0/PeP/pCYhRnXiQpkrNWGQ8aH9ZxmZowHZNGhrxE7bm39wpvGxYkwu5xpuBzoyx+cKdraK6HWR4lxVJpUAH9PdAOzTc3tN7pxxcOWzWuXsFqahjsH1h9QmBp3yLFLw27vSUsEMp2+4/6xa0Q0o6l4AcYYyj0soIJWdNBnpXs3lpr4Mwtk7xZcH5ag0VfmJlSVgN44+9jE0xDCPWdcXpdMIQYndYds/KU/d6UMnJRDFS/n9JGWldryKK4D2CaigJMsCoyFITZGqFLqcQQykENJ0lkS2oHnBguOkAzjNSTvj+8YRPx3f47ocPeDqe8Iu3r/G3f/FrFBfhd3v4nFABDLUgrVkdRQaRw/5m3w7otJsQhojD3Q3iJF3St68eOr2Xdb6vIXlEKK4CyMiQ+brDbsTD21cY9xPKskpWlAsuz0cxtrXA+YDdYcB8mYWfrtE+A1KnAMFDnpX3AfOyirtwTgrMy4qnx2eQc7i9e2iFX6nDymyI0NbQCA+MXAGgwhXZU94BXrOkSbPm9TKLXIZ34FKxPJ9xfj63DKGwNNatKeHu4ZX0H8QgulA6VwDO4TydsZzPmKYRtw+38DHADwIFdiVfc4MSTdvZybk0EbtODJG5FKU4ETmcZ6yXM4YQEWLUmo+ONfUBYYj45lff4oeP7zHXjOFmj3G/hw3vcjodEZqZbe2IYf7NLll9YAOtcKXmyCoLEGUKrSCRuSfNN6QTWJ4BUCEjXHU+Q06AkyCMnIPzQdQUasG8ZpVXqZiXFTkXEBx20w2GOCDGCWF3QLx9jfcfj/j46Rn/+R9+i6fzBRR2Ovva4zInhAj44FrmUVx/Bu332vsjQuh6abLXJZiSYNfUrL+sqPDFTqFxfF2fO2AXIc0iVpwxB1CFNdEijR7FE6zbVDML1QmpOhDbOSv6aA7hegpk8JRlIlWNaDV4quFsdn3ycK3T0ZxKTzG7V90WV4FtSixsZMAaQ6Tw2YTw2CIUZSO1NJN1I7eblQcGaLRlCI7m3Iq7VnUwdu8vHXytVSP8zjuWwM5mFHiV/7BMQdeXIOqzRK2ZDpC+hapaN4oRiDNQojc5HbHidGSoyVY7YZHAnr3b7AtzPmD5s3eoNYg2URyRwDjXiu8/H5Er4e5wQCTpMBZslrTAyUglIwySDbz++hVSKVhzhgsBwzji7u1buOBAwYGDR4GorWbSIijVdv2yp1iJAiQ48hgxEuB2E2wcapwGlDWhLKnpb0F/tmbtnCannboCYdk0O5lZLThy1glu4oA9dBuByXSFACLfurwbpZNr32tcJf5ggUS8ZpL2zPXbmpozEcnoVkjxu+YMlAJOohiQtA5ldSEmYE0L8nzBOUZ4B4z7Cfuwb/IwVyk8AWAb/6q8eDbRS4nEZdBckOynyJrWVFqGl5dFMtChd7CHweP2/g5fffUVDnd3GLVB9EcHQIU3Sf/cLkmhJFsQJj1LgBhwcyZEAPeu7628NBtM1taVAS7gmkWttuYmcW+fJXZJMiHGRtqHnHaqR4RhwG5/AIY9KiK+f/8R37/7iCUlyCgR32pzBhexBl6N4AS1vNtMDLYXus3qiY4hAdeP70+9fkbzmlOj0z2SGddaC5wOqiGqyFn0giKM+VA3UIBsIse9IGx65rVKkTrAt2IjVW5ZQkp9wpDpxJPinaXUtjC2iSyKZXao3J2I6aL3KKN72DYT2rkmUiUGL3QYDADXDMcSkxjsYgwkAAgq/VtK3mywngZafUUbEgGowyWRjrC0FQoD2X0xC1uGNJpxJu6nEc6g+jYNRywAikiaUzVlxU2KWZXuRtIRKYZc5gm8LJo7siKzFK9kw8V2OJy5XXVacLp/CVJA9BGVPJyPAivVhN9+eMbHxxNi8Hh9d4NvHm6RmWTAmPPIYMx5xau7G9ze3eLbf/ctLsuC42XGmiuGaYc3v/oVUs1IWofIpWAtGZkrqgMqtGDs+/6Y51mzpQF+ivBTxG6cxEiWCpSCsmZ8/P4H5GVFWdYmKrYmKxYHQIt4lRmBpIkwseznojThAsa434lzDdRgmaLwHgWlN5LrdRqJLsBglJTgHAAdN8rkmpijJycZB0Ru23mP4CNWzfqKMoECObhaAXMIGkQxS9F5zgtKkSFWY3C4y7e43Y1KeqjCQjJ/paegbOaN2DSzorRL73WoDZMwcFIBVjWoTEjnk8iQE6RbzAW4EPD2qzcYxgH3r15hHKNSfrVorXuJoE4I6AaRtPuiBaDXMAq5Xufb9h8ZNGy0Hi7axKaEjHauawbXBOnC85pFyHlMaZVBWWmFc1FOAjN8CBiHCSGMUrO5e8CCAccS8E+/+QN++4c/YNV6nQsehTVrt6FcSVR4bThQg6o0ZZPhWLIo3okGnHTt6yKRePyf4Q8A/P/QvLZtlTbjue1N2Da0CeUv63SoDpnIw+rsGHEADCDqgI/ubbc4et4USVua5CSVxebAg7tAX0oiHWFDPQQS1RiMdEbuMGBd1ysYx1rEW1pKkm764BqkZP9vEtbNoWxd88bhdHgMV/di69HBUjRD38ICjTyohQ2d7VRqwfl0bmtZSml9I8yCy9q1ikMz9pE4xctlBrM0wDm9V+tHuUIzxStssFmtAZGl49dCYy1+YyBlmT/LDEQXRQmXoUqkBf/rP/wGXz/c4fLLr7APDmHYw/mAwQfc7fb49i9+jbv7W9y+eY2YEuK6iHie81iUvlgYYAh+HuIAcg615IYrE1Syo1adRUwKEUnWFoIFANJQFsOAt7/6FU7PRzx++IghRAwM3Kk0RloTlmUWOeR5QXUJ7FxjilROjWc/TYMWV9GMsrFpwNA5ETqakUjOgR1+70FQrLqoRAvQanfjziG4Abv9DjeHWxzu7vEv//IvWJYTlnVBjAOGjUKAyMFYY5PASDkt8og9oVxmpOAxPx2RahYxNtLsTyEugLCb9i3jnHUdci4YhwHTNAFRpovVeUGeF6R5xiWvooOmOkzB7UBUQZxRS8VuJ1+fpqkFoHb+rEYmO0sp1DAZfYKRQkmZXeY17CyRQkXyO4Ook2KwsSdimIWJJcgCg1GlRYekUB7DgDVXrPMFf/juBxAI024HkwwfxwnOR/g4YdzdIA4TMgV8ejzin/7wCb/9w3f44f0HVAqA96AQmuJzzjZhkREUbano+kdmy7yFYWy9S9IkWrUJk1kZT67b0C95/WxK6svCp/3+sojsnENVeppkFNd8+C0llVmKdWaMHVFjNm27d7dF0u1ngQDXVFGNeiavXgzfFJAVEObNe2z1m+y1dWDV4B8bamEIkb63eBtqobFsRIuifnzdW6fX1lSvH1uEjje/NK2VQna/DwDCs1dHJlRZY05dP5/rglvPqOx+mfusih+/SGETq5nAjlpfDPFUbVVgz47RukKrZlFabUCpBZ+eL3BOpJzf3t9gPwQMYZDZzIHw6uuvcbg9IO5G1JBQvAdHgUhSZYmW23I4dYSKz9f21PUXNViOmWDs2mIS1UQ6tY4whIi1VITLBVRljW72B6xLwny5gJ8d1mWR4emAyE571bZvUKbJdjv5WmWJfDeF0KrQKAHgRodGg72YxZkXpVA65fLnUhFVkdT7gKgG2eaDsC7KliWXs2HzwsArpaCmrAbeoaaEvKxYzxesVeoqFWjd5Skpk2pzptK6NO2xovdQ1OmXdUVNCTVnm4qMgD5X2yu9s3JFDF5qWUEHVFlT2+akWUZr93V9tsTwQ7PW9u+tYv5iR7/Y7OKkLYsSZ2CT/loGQgLzpZwxL6pT5T2m3U6PqfQp+BDhwgAfJ7gwYk4Fj8czvv/hHY6nM5Y1gYIa7KrEgg3iIEG2Umq5gcwt4CLNOMHdbokIJdlcL0ubmp38ktcXO4WUkgy7CKGJvm157WZAl6VPDSOtP+ScJd32oXXyPj09tffL2UYoqleDTJ0ahgF3d3dYlgUppSsj3aL5EFArSyepYn1lY4TtoUuBUFgA0KDceP7rul5JfgP4kYMQoyObpKlmWhTCDKgaZuvEddKpSehGeCs291MUMTO01ObcWuzDP3qeRCQQlb70KLZfrDDZy3V46dBl3Xtm5oOk2VaUf0krtu9/ed2tFqPiafohaPk+yVWCIQVUJoACQpRhK4gRn9aMp3/+Pf7q17/E6/tb/PLtK7z95i1+9atv8fU3bxC8w8dP75H5jJQLKGojoa0lk0z7I4b3o8gHaHHSpCuanHCMAKRYGlSfJpWqWkBOcF5IU5m7ucGbwwG7ccQQB9zd3QsdNRd89/vf4/j4hO9++ztUFdSbaxU9n7Uo20anZlXpt6hV6LyCkMriOBvKQuqoVNLFNHq4SqfyshaQA+5u76T2Ql5/OSy5As8nLKtkoQYl2jMS+JVxOc8i1e29QJOloq7ajOkIy/EMThn5fEHm0jIFHwLGacL5chGdp/cfWkA17XYivjaOiEQYKoMvM/K6Yv78GbVkOKoIIWKcBrx5+xrDfodhDBhu9mAAp8sF5HthVPaxkU51b2vQIfblJROvMQqu97qdRD0TL88dtf3JmnlLd7n3UnyutarsdQG5gFKBihmfny84XRZ4HxFjUOFLr13kmiXs70DjHisT/v6ffot//q/f4X/9//wDCgOHwz0QIi7rgtP5jGm/hwseMYj0eSoJZRH42YegRn57lrGh+sq6OUeIURR+jX4uddwvf/1s+Kjp82w6YF++XkI826YsM4bbIfZmoLe9AqxRhnSCSvVf5hCzKnXak5TMoFbtfNzANdvrs0hNvqgOVK/DaIuGw18L7JHeA8SmaQprXY9EpHMeqGU2gGVCwMvQ5KVhvYp0rtayw0bE1z+/iYmuXrXWBoP1a+jX9OPn1U5DS7Gt/vwyq8HVT9H1XTVHI//KVwdVDrSNTUWDACRoKFrIdE4i/cQFH08LMhzCELF/9Qo1DEgQfRgOA9gnsNNO4mZIe6YlJAUn6T5spKlKD+jeCcOkB75j62STA51CnxakKi8/KASToEJptWA6HOBChPMBeVmRlxVPHz8qnOQRB4FuapbsLak2E0H2txk3Rw7BA6x1ov6Qdf95j2Ey+QZqUAOIsL+5wThNbYZEm8dNMmLVGkLP57PUwjbnjAAE7zCNozxVItScsdaKtCwbzS8CjSNcHHC32wNOCtatN6kWcJZZ30VnVpQsTX5cFBv3HvubPabdDvvDARREYbaoZHrfj32H/9Q+AyxLbqDQ1T9va3svX1s7dqUrZiQJywoqg5zWTFuG4DCMo3ZzdwtkkuRN8M45hGFAGCeEYcRpSTieF/zzb/+AHz58xloqfIgtcyTnBN57cW6cI3jVSLo67dSZVd5pnYm19kAQe9g2iK3NT6/HT71+llMAuqHZRos/hVc147nBuWuV0Ya1qlRAyfC6aZuGkjoAaGprNECLfPQi5DM1HTSIakube3ndziv5mvoCGb5qWYno5SyN5XSVPSjcUqqoDTZoC0DWQ05KgQXQBNWIfgzfALgy1Had7foNqeIOD21hJm9rzXzlSGxyma1nzrllYy+pwD0R3dyfQWMGwqjju+oQVzikfWrbe9pQBKt9aSalNFsYNEKd9SFQkjSAGURSXMW75wuOy4rqgJu3X+HX8DgVIBLAcQCnBPhVDBGj/c7M8KpPTyp/XuHAdQXIIw6+MW6GcSeHskXvtVGeixaJbWhNzrKuLkRU5xB0WEpeE/Y3N7i5u8PX3/wC62XGfDrj7+cFa67gkBCmHabdDqenJ+RckarMlxAZDxbYlEXG3bvQT+Q2RtBIMcbQ9sGyLIrAORzu7rG/OSClVeCiYrO8PWKIONwcsN/vMV8W1Jquhkd5J0N5xrjXPSB9D6mKSB1I9naIAZ4Bv7/B61f3GHcjHk9PWJYFl8sFTs9oLhnVedQlSPE1Z6AWGafqPQ63d9gfDri5vRMWWRHJcoNGDZppJtc62Dd2pdbaeik2RwR9VGm9skls6wm6eo8rW6YOkptEh8x6AIwUQiDnsdvtASLMq+pLgbDfTaI8TJ09udvt4IYJbprw9Pkjfnj/Cf/lH/8F5yUjV+2m1uZUcg7jNElG1oJk2cOtuz/3fKlbOFbaf1BCSw8GDb14aVu+5PWz+hTsA7be1oyF8em3xs+HqDK+12J6AGMcJX0ngqa40hTknUPYiDdtoSn7+9brZV0AGx7OYGGPbBaDiDCOkz7ozigQlo1EUTL8/TqK2IrWGe3SkfKTKagQGkt4p2m/GbxxnDQz6oX5bZb10jm0dQNUdhgtW7Z7se8rFplb9E3S0Q3nwCqyRiTD0l9+3lWmwnKyCBANHHJgZc4Yu0u+WS1UU6rs2SA5QkrCyR6G2IIAM2hE0MKuZgTgplFUjdqqEsEuDIghAq5gRsW/fPcOp5Tx3YdP+O/+m/+I16/vcXczolQC+QFESWQUSKQfSilgYgx+wM3tQZx7znh8kqYzicYAgOCizLtglWAg3rLHJHJ0cLIffcRu3AGVZcD6/L6dg5wEtvQgxBAw3h7w53/3N1gvM54en3A6HvF8OmGlCkSHEG/gWSK9sgots6v7tmQHzSuQtWRJxLrOcwtMLBj6w/fvMe2OuL+7k0i1Co21aladSpbO+SFigMjYC6NH35sETis562hSyaCk41+MUUZGzQXEQPQeYxywH0cEIkTnMM8zckooRWGXULEqzMQpIY573NzeYtofEIYRl2Vtk9nEkANF94bMTdB9BoYlgbJTq4xBbV6z1wyb6zAYaWM8jTbvHSHnfgbMOcoWl7Nvzoy8NUjKOXFwKGtCLhXH4wlpXkRmvEQwO9RKcE76NUKIYPJY14J/+c3v8F//8D3YR1AgcJHZHrSxAT4ErCU1m9pQiKIBjw36sjVggCrDqCBW8/Cu2+iqlHSzO//mhWZ7bTHpbdFyy++/ZtXIzzXmDK5rEKT/Zhdv2h7bFHcrxPaja1EKlhW2Fba+uhb97h59t0/uMM514bvf4+bTYA3124ijawzZNem7k9Bzt1nbNrD/cZFeYZaXN7mFcfDizaBOgy0FdjKtiq6L+n8MCuqBqEEunZ5rBS8AcGz9JtQ+t11/j+F64r/ZgKSpmzxntHm/1TxeS425RYtMBK7SDfrx8Rm5Vrx9+1YVYN/AO2VgcEEbzapPRZzNZp3cBiLbQH62rjYqkqGyDZodmACiU8VZ7xzymlSpMktW6BySrZ8+Qh88docbDNMEFyOqA9aSEVgypTEEuApQqbg8l82cb7YHCdtjzLa6LAag1ibz7b1mOaXidJIayzAM8CTRq3SAS6f1Fq7d7m9Nb6UOZA6o7QE0oT4iNUDKVspKvyxZ6KLS48XioHMBKsNpBmbfE5zHNO0QQgSRl+zAy3CZahoqCtEIlkgNDr56MTSS179aFN83X892uf+I2BEGk9VBO1vQRDXF+HYNNwcGOWnitD2UU5IC8+WMtOrAMZP72DiRXCrWvOKYMj4/PuHp+Qjr0QD9uPeIehrwo/Pav9fs5zaIsWfV50Z3YKsHgl/qEICfOWRnm3LZ5jJKqm26rZwCpwTnvLIh5MZTTrDZuh2a0ZsvWi51tfUkMPNGJK8L3tniEYnMwTCOuFwuqFybQ7HNX2vF0+MTzMyNwyjQQrmuG/SKv7+6JymGF6E3kjTt9GHvQgOTn4cWd3tdxL4O6IBw/bsVAFMSSWhZXzPa3OAX675hMp2ciuB7NgC9T9ICvfd9Pq+9tpHCv1YrMIpj6+/Axjlc+aOexNZcBfoIsfUpyD9KJznrfGvr9PaAtmtobYg6FMeVVfnUwbmI3e0D1nXB73/4iMv/9D/jzcMD/i//5/8eb17d4fXDAYBmHz4gRqGRpjUhpRXv3r2T4l/wCFGiaiMrkMJLPgSMyhhhZpTTqR0lm1stEgVCMy0QTaDRsknlzxeWaHxeZ+CZcHsjE8l+8e9+jdu3r3A6HbGcz3AgHHY71FXYPf/8X/4el9MZp9NZjStjjINAEGSGXWXWSMTRpP6hM6d1WtySM+h0wvPzs9BZHTVRymnaAQAWZckYbGv7Po6jsP2qRMZwhDIXZEZTqSUyDaiCx6dnzElopWuRiYTOydhSACgKkV3K+WqvTbsdXr9+DQ4BpTIu8wI/DvCDNYKR9Gt46dkosLGrljLLrAlUzQmK9T7JXvVB0AaQQHHcsgwGV1Gqbf1HWdbt8+dHHA43uL29FbYOW0OfydXIsx9iVJZWxfPTEy6XGZ8+fRLcngj73R4+BIQ4IQw7wEf8/odPePfpGf/wux/w6fmCSyqoCGDnZXaFBsKFK0qq0mOjg5mGadwQPTZBWHMQBZ2NJCJ9JRsUppLwpv+xCRL/zTOFLTXUXlvN/ZeG2ClX2HB7cwq9Q5GasVltHi1MCnoDT+hnbgvTtkgNg2R7X8Aygu3LomijblXW1Pkqo+Gr7/+pr22VE7f3ev19QI/B7c/8o5+zmQi9m9KyC70+Q1ad8VNFaM95bwotV9fWediEEK4ffs+QrKCq17W51u3Gefmc+/uYcyDdb6y6StLZbMVetg/dRL6sdRhYVlVFm561C92CBOcDUBMYEDofEwIDlyXj09MR//gvv8Xp9Brr8gpvHm4QfYRzBdVlgIE4WG+JGA3r13BEgCfl5UuG50to2j727JoqquJ3pMYiF4ZJQ5MTKK0Wo3HKHVZ939P5hHldsKRVlsB7jLsdvHOIw4jqAygEvPrmG+wuF5yenrEoUyfljJoTslKyLcPyjuCLbwGRibo55xsEk3PddB8L4r3Mi0bBjHVNIjSYpZZnc64LK89dn3PQgGWlBbVkgPn/2957NUmuLGlin0cEgMysannEVSPWhuQDn2jG//8zyOXSdna5c+fKI7q7RGYCCOF8cPeIAKr6nO61fVormHVXVQoghIdr/xynkxWkOVy0lSw7EZ5DCChOqt5TjHX//SAQ265InOLx/hFLyUhcsOSM480tjuQQfOsmBqUp5epNSWJrHKRNlIoiuqqbJxSBciHvtXhSBathkUMzj0qptSpkewxshYFa3KWYXasWbym4PJ5xPp/x8OkO4+GIaTpKTUIYkZnw+HDBnAr++PdP+HSe8enhgiVB4EZSRspSxe7EH7bhc7WXCRmab5d3VXJ1qfXtAuwsWl8a74PSsNQG/fdc/11CwTR215njzT/XLAnZY0NTNVptiyAbzRVgzHqm9oGiFhTbwkk3oQAA2lAHzTLo3TOAZB9lBsiIgqwZ+/bqpeneInGt/Hhz7QWV+POs2nsrqW39bIz7IDDUjdHGr2TLFlTygkdjjUfqGIw4mqDuGXvrrb0V2vu5b8eK6tKp69qcRDCLyFKJLYsHpqF1MQPpA6nmNQA4RsiEVLRi1VmasUdk2UvnR4A84Dzm8yNivOBf/8sfcTlfkOKKVzf/AUOY4JwwKC4FwziogVU0dz7WtoWeHJYYkTRQLEJBBBdB+xtowLvYPEjnkkpdCyIHRkEuCZ6CGnXCzHLOWFYB1sMdcHt7ixvNDjLfMXkPhIBvfv87rMuCw90d7j/d4fIozGZZV1zOZ4w+1B7JEhBu/uZhUD93FQoN9TdXgQ1cLrMGLcVSEn95VAwk6VnBkH7ZxHImTjc3cORwOV+Rc0QpGT4Mgp/lPS4P95iXBeM0YhwGFT9CWymmSode4cRZA6p3nz7h4XpBKgVFYc6HaUSYrCqeq+K2dROpUChSDOeYwTmh5Iy4SmV6KQkjHRGIwCSpwM55mZ8irErf5KJKp7kedZ+Vdo2POeYurqYFjyXj/PCAx4cH3H/8hHffBvibW0wHgYx/XDN+vjvj48MF//nf/oI5MZbigXBAIYc1Rq1TAYpvQq96PJQXeCctStWjCgBSqSynVHCy1BISRFdXz6AV/xKRfEf0o6+6vrp4rRcOWwaoQ+6YilXetWyXJkgkOyZr/4VQzfsQvAJpWfGVMEoLAtkzqluUGpMS0CpBJdzHBSTdkqRBiElX2gaw98KsZ9akhFO6GEYfT7Fn9X783mqSgzxUoXm9XgEA0zRV99j5fFZ/NYCqx6hbi1mYw+Clwb0yKzO9rVilNt2h1so0pVgtkt695zUgl0tPNbp3QZri2PPtElgNC0gzSicwqlBm1V2FO+h6KIRDaesFVhpRYWFYPc4FgIBYpOtVXBJ8OCIQMEfGn/7yI3784UecHx/x7fs3+Jd/+gPGEHA4BuQ01+5i8ngS2IAs2hogVaLBKxR50ZNHjHVJdQ3qVUpNPzUlxLEEJzNnLWAVgTIE0Xq97kHOGdfHR1weHnF7uhFXlkGgO4fDzQG3r27w5vtvUZIgiX768AHnh0d8/PEnzHcPiJcrzg8PyARkx4JJJUavdPAaxoplxFlSKTO0pzmLe9LwwYw21lXcuiH4um+Wfkvk8Obte5ScQeQksJ0TpukI72WPiATi4zAcMAwDxjDi8viIGFcArIigHle+aJosYdV2mwkMeIfDdIPBiTDxJAkIWSE1TEhbwLsKiiL7kdMKKKM3+B0HkphGIUzDKGchReQUpaJ8lHWKa66xoeAUZJAAr10WQdIDw/ZvXRY8PjxguS6IS0SOGWMY8M3793j/zXe4efMOH+8fcX9Z8KcfPuDH+wvurit+Pq+AG+GmEXFOguVF2t+8op5ydbtZYSKA2uLVGH9LgBDBpdEhKditVd/CK0XgKYKxWu4wBbx8mXT4KqGwyfzpmCcDVetu2rtCXYO2Pu6qfTqQiTAddJtc+2eKe+2VQNuf5jpiaDpclvS36hIwJke+E076TmcVPKc19z+xMcstsEUgpo1r63Nul96a2ruSejeUaP/VNuzvUn/YXj99kDFw+X6791PrBt3L1t1uY0mQBh+5EadTLdkRoZRtwLZfQ18hfy1Qap/LGyFDdQ/afbhbc2tqUpiEiTsBkbsuK66XiB9++ICcMt6+foNXNxNuj4PSCRmHA5EIBSjzroi7ioVTl9G8FAD6wpCiArlGS0x7I1MWGo2SYv0ArA3soX2OM9a4wueWgkjeaghGhFG6vXnn4IcBx5tb+DDieviE5fEsSK9JtOTMsi6UM8g5DLbPllIJPSuEaoWb9Z1VaBitGcwzwBV2o98fp61AiezzmvUC0pavoiCANW13FdQuBE1PzgwqRQLKup4uiAt0CFrsBdSuc09ptGnT5u6RcWRVOgyTzaH2H+/PICsdG8yDzi3npLVF3NxVjiqPsSrvFCPiukpm1ZqQY0Jwg1Rb0wHjNMEPA3769IiPD2f8+OETPl4jzmtBzOqhKIykcSAfVMFFc+GSekIK94WiDZupP6qs1pMJbKvcRj0zXL/XBMmzp/8Xr68SCpb94FQ6r9YrmAjjeICByGXtoXs6nUDkcLmcqzshZwtOD1JhjIBcJDNjnKz6UlPhiPRsK3Oph5AqgFVOglC4rmvzHx+9lrU3IvTea2/fWNFDgR7SwQ4LtpWSymM4A0wFTgHN4AiDWk3znKt/rzJ2U0A7S6q3oqyPtI3bis6cQUAwYG0jRQcgCcRzlJxqbu8RoHg0+reTgxuchxsGhDBgXRakWlBnYkOITyrKabPenoxYNcbBqGipRqZyGL3shZOiJ+8Dbk432jtXmgjV3r2Mlm5bB7uLY5ighGhMICeFZiqkin6HyeHf/vwz/vbjHX7+eMY//8Nv8A+//w5vXh0whIAQ1AWUGXG5QCpUPaaDQGdY3KrCYzDL65bays3qETdNqIfTOXFHhoGBlNueK1d2llCAQdNipRfDsqprqSh+UQgYhgGnm1v89re/x9t37/C799+j5ILfzTOwJqR5xn/6j/8Rd58+4sMPP+Lx00fEZQHlguM4KvMS2hmDFkA5r4kHhMvlUgPXMWnDJj8iF8K85lpjA1YXHIAffv4JYEaOa/XvP54vcp4g6d+HaUDJQOKMkhnXecW6rCilYBoHMDkM8JB6U+lHPR0PGI5H+HHAeDphOBzExaPWt7l07eyCIdZP52lgZqwpYQzWCfEAwBikXDFGtVYk2M4ALpeLQF/njOssqbLTEBDjgnmWIrLCIhBSlLqUx/s7rMuC+XrBYZwwjaO4/8gDfgCPIy454//5b/+Gjw8X/Py4gMdb8HCAHwakwrgsS43FSO8X2RevQjEEqedYlqUKQEONFl7Uzr/haEkKrcMwHZQNNh9RNkuhnrGt4vYl19dZCr2TC6hBNibF3inqE7cKYxa3j+QuS0ZJUsJcl1WYLYxBiR/YO2ue09wxNYahEfs+G0bGJP642o9A3So1YKOLqaN+Mq86H9X+5Dsa1zBm6QCwwmRAkCVTZvVFu8pgaj+J1Lpp5c6dsK+U7i2HamXZWqtmIHPRkFfdAtow+MpMdZ2MuYM7bKPOIquCFubearEI0ww31p1+3zRM25PgfVUSmPv5CzM0Rg8NmoEEVnm/9ht3H5G66wTbxaxQ5fGinVJAAbAW4OdPD3De4bos+Kc/fIeb0wFvbg8AAlwAjqcbQC0da9pizJ6cE1jnUlBiafSys1xdt15NqZD5sGqcJvwE7kD3ixzIBfgwSA+ILF3YrJI+l4zz+Yyffv4J87zgm++BIQzwwwgXpCr2D//yL3hzf4/X797h7uefsVwvyPMC1hqAuC5iIYdG3Y4h2rQZ9o6QU6tOLiWjIGNexC0mTNawxxSBQC1vLlmUkFJQcsbhIILXey97XCKYVXByRtHsKHIEDwcgKwggMB2OGA8HjLcnIIjrsECsBXKuWuNKFLbiakGL4BXAQVRLtPIJZaoxJQxBgAWL3iYXBsgjDBPCMFbFrrBkjiV12aSUq1CIy4KSEgYvbsFgBaGDx+l0g8c14XxesWZGcQH+4JGcIAGz1i55T9oO0zR5VOtEkpeUJ5j52V9k1e2iWAq0jlbq21450v20VOJSz2sNXHtfCzS/5PrqmELvd+9dOSlnELKmjnLVtszcE/9nA2uLMQozcRZJF2YjsLsWR7DNboFt+1w/LgvS2N+W2QPlgeZjt8/2DhVbyOqbVKCxivhKNmf5VhiCpiNmrbzWwjkQErfGQjVFl5r77Dm8o31wl1CzULdmcNXSAaihvyEhtmCZmeKuzrJYjnr/XDSF3YjHxg5gg4bbj9XiFLVv8zBUYcLc1X2k3DClbJ9qvcm2F3TTtLcuO/GCNGHIrP0HIH5tJgnAfXq8IKaIu/t7TNOId2+LYPA4h+BHjCGI5VnBzZpmb7DEhYv2IOgXqt8XZ065Wgdh7hZbUBM2IhTUreG1YtlcJQQsq/SEvp7Porler8iF8fh4QTgccTrd4vbVazg/wJHHb//pn3C9XPD6/Vt8evcW8/mM5fEBl4dHPHz8iPR4RioMoUKSHHZWvscMsMCvF0VYBUnRZ6qpmgQcx3reWlKFWAslS+yEc0bqijxHcoJyG6M82QWtxifEVBRFQBQcn8VnPkwTDqcjppsbJGaBN9cltwZQMOWFoHNhQLOISOnVKRoplNTJOSBr4kpKIOcxgtT9yMgFIHIYRo8wDOoKzCjKLwzFN65JEhEUBRclYxo8Bu/gHbDEBDeMOByP+OmDwL6vBWA3wB8CUvHg4mozXOcazA+AapkKT2II6gk3D0h31sAtBis91iV2CGP2jjpFTum41m2QKuJO073Fhfgl19f1aJZdqq8NIUiU3ws8hRV+yGJIlWMfcKVOa7aMkN60YbZgkza6dgQqgpiaS6kwF0lb+5XCrSK40/CspkIC1/Lc1KVnOY3er9F6MsgdiKC+cujv0mWMqybtqwDy3uP8eEZc18oIgVZiXovvuAheCmnnqI17xphSNY41rVG1rB0URhMS2ziEzMEhBA0k67ravKrma0y3u1+1/lRYFjPVzRcCwd0h/YxXKF4jyHGaYE2OBC66YFlmrHFFTLFZk8+MudJVRyOoq2ECpgmFNm/JZnLBabrmhOt8wcPlA+L/HfHq5ojf//ZbfP/NW7x//Qrv35zgHQAt9rI0WoYEI61ngO1CyWZ+S4ofVUwZeY3IA9r3wGDh4ypQGs4HDJP0TsidMLblZAjuzcF5nI4nlMLaWU401R/+/neE4QMOxyOmww2GMEqCARGmm1t8N04AZ0zeYb5c8HB3j//6r/8Vdx8+4ecffwSnRZrppATvHF6dTvL8LgvOEWmti1gSKSfc3Z+1m2EAw3VCQdbnMIwoTIiZMa8JpVCDgcjc4OK1cKto61Lv1VvAKxIT/M8fcbNG/Ob21gxIYYrMmqapiowJb3SuUrOqvYekpipdpYwcC5aYpLbDecBl+Jxqe1Qocq5YOIPUU6SEnCIWRChuIriIq2bwDphGyfTLEefHR+TMOLx+C/IDIjn8fPeIP/39Ax4TkOARiZDZBEJLJVfvWBUOdub3ySh2Nnrl0fasBx812P11XZuHpLsMKrslmqRnFdLPXV9tKQip6ERU5TaDj4HNZPYIm3vzRT66rcA1TV40MkUm1c2XQ8WdidT5crurt2bMjdKnqdolhUGAGNp6f24V1NWvXJolUZmbrQfZnLfMrz6/XyB7jg5MzlDLYrL1+Nza1+fbej9xc5j767m7oGpabaEAcHulD04ZE2yac/NVCWNp6aUaW23akAqWuqfbxzyxCPp1a2tpczbLQOeeRbAyUKtwQVIpnQrh8bIgmUKhC39zOmAcHAJ5EJV6e37y3G5f6wf2tN/2lOBqhl32Bm7n4P2gXer674tmK8qaxGN88HDFWlBlABklR0RliDkLiN84DBi8Bw+S/uqdF788gBsQ3n77LSgMiCUjXaWD2vUscbxCgAcJ+qiO3Rhxo1NCygU+aHZLLiiFAJL0TcMUAhzgPJg1SywbxIJslAg/D5D550XpIGJQLnBJ4FPCKnE9c4uWbm37/6vbt66fkaBWezNXY8F+B1A9FcsSAZZi2ZQShhDEElfXpri+1JWjGnaL6VmNANfCtVQYBQ6xAPfnKx4uCx6vK6IbkUiyggoBXW1/Jfx2tLc0/8Q6+My1dzc3L8xTvra/tjT+69dXQWfXeXaDlLz/dshzkkwPiwUA7fdlWTZ/mwpl0i6E0AU2NT1LJ+2dFzOViyKmOniS6l1ycsB6oWNmkwFKWSJX1VZFL4bVAACWeSEBUuuoZpasjFE6vpVS1JwT/6+5Tmy8zFwrlh3JuAt3+EydWeisUjyl2tDd7tdbXhu3nWrNRgpiXeR6z6xjMF9mT0RN6OpFKgwgapsJLXON1DGhd0g1zKaosOeEps2UUio08/FwECtED+oetsR+miZT1Mzluvei4Xkn915Lrow5FSBTEQ0zjBhcQALjfo744V//HZ/uL/j50wNOpxPevLrBu9sTQpDezXFZpAFMsV7FRXO+RViX3K8F1EqRv5xCFDsihFHy9IMKAnIKy00AnNe4gbgbTebY2sfUWlg6gqRLk/i503rFsoj1cVIMK0DSkp0jTJrGPB4O+If/7X/F71LCP93/C853d3j88BF//uMfMV+vGvgdcRgnrNcZJWXxmxttaSowOemI5/xQC/UgNgMcORQEkGcMo7hUMwBOrZ5I5iAd+0AOuQAxS5aU+rHgBsayRIRRsLLcKCB/EVZ0Z1hiVK3snCOk9BHibpatgMkKxxCUWR/gXEAojMd5wTIvuJyveHw4I6eE4yTps9M44vz4KDhNSc5yyWI1AIJZRrpRAs6ZsMwr2AdgCIhuxOOc8MPf/oQ//fyAj+cV7jiiEGFlBnuz0huirSmRqg+oUNsy6b1lsGf0xjPtZ69E9+7xGld0fYyQKm/6kuurLAXSsm9jFOAWcDN/uAyamx+bJNOmL9jqNUJx05T6DDuKrFYBwSBhdYJwgG9FJtfrVWEuxnqPHtbBLNIe8VTa3TUQPx0oRMa3BfTeaofVV9cFTivscefPMxOxAtCpJutCALHhtOua6XtFXS/YMX2LifQaQr/O9hPQUgAlxKqVbvZN1+KpSQWxtnQvO81FxiSBrlqDYPMqjaArk3fbAsZSmc42LbB3IfUHY/+e+XqHQHBBC8tYLQOzGE2gQDVUb2nHDsPxFdZC+PRwxX/5b3/G69sTvn//BrfHEdPggZzgvGbNWYEWQYRXydX6N2MEAKxVJqdYLQC+yJ5Ph4OkK3qvSMClrqEo4336oPr8dazOcQ22Ou8QQBgHYc6FASqpWnExy7PL8VjhV47HI8bDhHEccDxOuDkdUcBYrldwSnJfAMeTIKFyYczXGfOy4O7uQWh9mADnkTdWM1cspDUm7SOiNMeosYAWOZCOcGzKjgp3T74Gn5d5gfMO93d3uHnzCqfDjUJTG91qdb5ZER392ycYBPLSryTnAmJCUCvNQQa2Xlt9QckZ0V8w+KDKinx+HEasMWKNGR5Qhm3KlvQJZxcw3LxGhENihx9+esA1FtwtBQsHuMmD/ShovOwVvkK7QdYaK6pzs7Pbg4n2Z9XOQn8mzCVu1x5Foh3nrWB4zhL/kuurAPGM6RsYkz5NCFz9rpLx0/xXZgHs/VoizZrvqw68mo9cD78zhq5mqjF485c5v12knhEa03Oa1SRCq8cJsfEUWKNrrhC2eg/T2tuUJaC4kejNfSMuIdXwsa3K3m9M3xCIO2IwK2qv5bdHNaEAQBp7mFaCNu9eDljw6umuqt3E3GX6NJgNs4rMbOrnYELBLLPNXtrnOoUBQPW1703fKgD1+5K1prhO1A5YdS3o+JkNnkIK5OAdhoNHLAUPlwX//pcf8Op0QFxXfPv2NV7dHBAcME0DTuMEiqRCQZQZyYJzdSzmviraSxwpqoaZEVOWvsiDNVohXOdVcIMIFZrEmvJZTw9irusqzEzm5OtaBrjV2iqmquyss+J7eULOgslzOB7gB4/DdMI4DZiOB0lzvF4FMmONSOsq6KwAiAH/eAYeL/h4d4/MjHEYaqN7LV0QIajjLjnDO8IQpIJaKltUMVCeR0pDrAxajXOQVl3nUhDXCPIOjw8PGI8jiG7hq1WKRp+mFLnmMq3cgayfOSGnRd3YrtFnLojXBY+f7iR5oBSsGn8MwePNm9cYxhFDCOBckADRrMjsYzmLmQlMHmE6ImYgJsbfP93hshYsCChuhBsCkhtEfWURCOJ9qCpbpdv+wP6SUmR/9wkr/fn4HLTQxhvwGWXrS64vFgrmDrB+xpv0SmjxC7UMFufd5jPGyB8fHwEAr1+/rq4iAenK0rXNgs/M1VRsmTyqk5S2oNNBmuP0UM+9dl00am9wE8K4mv+e1A1QCsDQ5hokgTZS15I03JB7G4ied7sYg20iF1gEzsYxDFLGH9FA54xjS061tY9EB4e9JaKtT1GzsLj57cdhqp812GTLXX6igaDKFdVQ9VSLZFCNCVUY+jr5hhszWAWoPTO3Bko9wc6zdOJzHcZTrSfpNJ2+sM/iEEZzso8CIeyduAzFfSApq0SS1ohimlgAeULhhMgZjyvjvDzi7z/8jN98+xZv39ziu3dv8e7ta7x+943CEidIP5MEKqV2PDN5yMxIaUWOERxXGU+W4KbzHunmiAUKlV6ENTAzAgUE71F8b8IL/aUUxU2aSRUfBtR9VnJESVELlchKQUCDpDsGZnBascYFdyVKK85hrCmM17xiLVGgyseA4zjgfP8ozJ0cjq9ucfPmDY6vb3G5XPHjjz8jFYFykB6/GXFZMAYZvwdQnAfBKUqtVKMXlgbz7diWKqCl8M1hHEeQk9jCEAYEcrg8PsJ5QkoRb797L4pjkTqCXAoGrUoWI8vpGW6C1qtbOOUZgQg+jDg/XjBfF9z9+AGX8xnxPEuvA63TyeuK6zXh3evXGH3AOIyCgOs93CB1KHPMuC4R1znivEozoxITPl1W3F9XfIoDknMo4SBOLXJg+GrBCF0WOOshTXbauKFE75ShfWygRx3o2w6EELreNGVz5uw7fVq5Qf9wkcLe/+HZR67LR+9m01wT+reshGyk52Yq1fv0Uq6U6iqxhXFwtfjKFqwt7ja4Qo7gWZqq7BlfN0T9XvPH6Qdh/r3Gfalq5xvJrVpdMVfL7jmbZ5vbiywQJppL7Q6Gtulicmhcg9QY77K7en/gxlqoWnIvN+QI2cHp4xy9pkBtAm3c+n/FgjILQ9fHMoiqoN6Mre1LP+6WEdEsPrv22RJ705ZAgHPw6EAYlen4LqurCs/NJWOqgVEwYmEgM9KS8OnhglxYMIt8wDdzlFgJOVVS5B45Z2HYUCvFtMgqMLWIyJGmUIvlkADUiqO6L63Gpu0LV6sBTvLZHVEFoGNu4Urq7uW9aKFkVa+ZEZcFyUXkmHRfgXlZJCMqJQzOS459sR7KBYcQ4IeA999+g+N1xrJGLOuKFCOWeRbICIjCKzpDsyAZPW2JFVHqVrDsnSdYjTRrHiab0CsFKAVpXbFcLijxlUB+EwM5oySFhQABXODIA+RqExrrP27Fk84FEDxKZk0lTShJwexYEg6882AvGU7MUrewpiS9SZwDhYDCQFwLrpHxuGY8LhmpAJElTnVeCyICMjwYAqfNLAWVG3ZrytdGMW9ny85I//M5N5D9bv/MGrfLlKv9d21fYLhdXwl+9OWWwiiBUwuyWlm99bwtyqgMGyiEACgMvw0eQG17aUze3A82SSnSUowQdbkE0xjVT5tywuFwQPABqwafC3c5vT0TVMZlBVeycC0AU4EYOjdQvU9WiIDCyCUiF1Tsmr6ojpk160SFSmWzsjvrumiWQ4Z3HuM0KL5JqQVlRcHMQFqw5ejJc6rwBCo0gDWYTxrvSCkhjIO4LHjLcC0eYmMrqkl4L1VPto/mCjBQMepcCKzzI/vZZtp+kMMQJGBash3gdggE+JCrplPH1u2ZWHVNeIq2LAHR1hehdUrD5hAZ/pJCbZQMsEfxE356mPHh/oz784yHecHp9hZv37zC8TAipwUWDZyvV+QUMU0TvA/wXiEV4OFowPWaEOOK2zdvMIyS45+yIJyGYYSB+5k7wwdp4QhHkpXD5ieWOUyjxCPW5YqsXd2cdxpP45olM3TtXu21VVMUAWBZI+YlYr1ekGLE/HjGGAZMWuJt6w5P8OOAf/rn/4BSGMebW9zd3eHh8QEffvoJ6yzzcUGgrKk7S6bCixVfEGMCQ6rleQjS6Mk7sTrU0nckwfTgChwxBrpBWVdcS8L6eAt3KhiOE5a4Il1nFLdWZh0mrcpfI1LOCrApHonD4SgQKPDIsSAtSSC2mTCGCTmJEBnHA4J5JgqQlxVpLvDBww8DPAIiM+4WxodLxMf7GfeXiCUVXFYG+wHsApIfUeCRi6s9MAoJwGaD03Bw3PibrRsXsycas99b1nultoLkKSpD35TrydlGL1AYfcofyYHGl1xfLBSWZVHZrdoo88YCqC4Ucx8FX0vU+0I2uywjp3fBxKgt7jSDoxSWph16/wqXQJqhUXLFU586tNG+8KpqY+gWj0y/1cwdzXaSM2s5NqqJgGTTO/TWvabbS3LL/LHUUGcuGXX7kD3YdFlniIdA1dk3rqLt8/ZxAQvoOq0cX9cVE8nGEj21nNARUY3hVE3cKdolWkzBrAUCXBhE4wpi4WUuSCnLwepRdGt+fgt+W22KEfYv5U0zzCJpaZScM7IJF27VySIIi37atO9trKcAEpcIBBI4VVwT48ePD/i//tO/4g+//Q7v3rzCb755oxXrApEg+fxiIXtPOLhRFIS44ACBULl59UqbqpMwzk4TBQrWtQAkbVGd9/BDaGeh25uUJX6QkgANKjHC/NHkGKzhS7AqYwyEQSqVLYtm8AXFZ8AHUC6YC2OdZ0RmHKYJzsn6z9cZ67LiH//pHzEME95++x7DYcTN61scDhMuj2d8+PFHlJhq8Zq4U1Uwk7pkHQkyrYIrhkAYhoDDOCCnXDGVjCfllBAXxny5YDwMcDTgw48/YJxG3L55Vfuxx7KAvIefjghuBJNHiQIauCzS0hcMpKVlIn76+RMu5zPmNSG4gOPtUSFFxMr3wUmdwvEAF6TXhvARxsfzjMu84q8/3eHhEvE4J6wckDEgDwS4IP9IG+6YtU4tQ4/VqpGtI1WunBbPFcS01rhMryTZvz2f3FsIlsFZBfszvGITaMb2fD3hBZ+5vlgoGN46KfELrxNz8EmQxCYBVFTMfrJV81VHpL2XcwZ7YTjeeRAMakKZeLdYotGWGhy1tFbTlpvG+fyCcHdPgYSWV3oN2GoISAnbXF30zP3k4Dr1CdumUINeNktGTWrbL4PiMNeMaeHdnetoNy4rfaeurRLVuq5SZey9WC67MRrIXXON2VMaExWrnTcPMmGNzqqzlFnPWxz4zIZw22UzdQHpOod+HDtht+GZhI2VZ6dRUiU7V8vGm6S01a2jU9cLWHoDp/MV5/MDiGQ+7968whi0sY4KBYs5kQoIBoCSQZMoLofjEeQ8YpZCR2JGUmVIgsnakMdnwbsJHpbIIIqCjK5kYVxm9ZBajDYP+dVVC9FcXvJPBEqGdnLzAew92Dl40urllDANA+A8vHO4zjNiTFhjRBhHHE9HkCOMkxTLTdOIdbni8nDGOst92SmtmrKh45Te0RIzcI4xBI8wCAw+GSQ1kTjzckaGCCrvgWHweLy7k94LJNotM6Qq2QeMFJBDgiOPvCakGLFeV7WMC0qSBkQOHueHMy6XC3Iq8IcBw3SCwG4UpLzCjYM0FZpGUPBw0yhus2XFp8uMh/OMv396wDUCcyJQmMAqDCRd2MFa7ppy2Z9HC4cbLRoZmrszpgQEjwHNBdQz/j2f3LuOLFnHzs7nLstUw+c/8ovXFwuFcZTK1ZSSTF2fycpoqsadc5WMzQuJzSTtklRHVPPo5uYG4BaMZWi+bU1HlUMaQlAfvVRjmi//uTQvfTKcV1bfb6QyeQtsWpzCXCLWTAXEkq0A5ZHOYRiGGmTLXDA4QggeObdMEXtIjBFgxuFg+eZtEK3ymSvzsWpbRhNw5k4St5bm8SsTKaVIQE1hOYI2eJcqbq7PaVxTXBLedZS7u6wivBSpJPeaYSP7QRjHCTkn0ew08NWbtvu9Nk0o5ywHvq63ar9E6qrTfPTKeISG1lU0pCEMur4ircxS9t4j+FYcmE2Qq8sJYGQW7VoqogWHa54X/Of/78/49z//DefLFd+9f4t//P23GP0E7wfE+YJMGd5FFO81J97BD9JbYJwOYCLM1wJ2YuOYtWmuQY+27DGKC6SUIskFqrjUWE/9wZqqKfj5pLEL66VhOECOJIWVPTAMAA8jjmPEBdL68ziOmkpKgvaZEtY1abvIiD/9+U/SJMY1RnVze4ObmxO+/fY9/vLHP+HDTz/hw99+QM6EQFN3lsWlNowBx2mAI+B6Pct8S9b4gdb6KF4UaWrxfF1UcQnSA90BJebKK2JKcG7AeFoxTI/wPkiv63XF5TqrUJCObsMw4XA4CS0yYWESOsqM0+0rHMYB0/FYff+ZGIkZS0z4+dMVP/78M/768yMuS8LjwiA/gcYRCEeAvFhoen5Y64lySTAFyg9DVW41JK5p+drJUFNzp3HAoHA/SV3TYMlALDFW5cbOKkHey1pHUc9J6UQQG8Kt8hPv4aHwKq7L+DIF4wuur0pJray2qd8wVwu6ClLoYE0DzjUbx95W7dcOQO8mUWljKam9tmcujaZVchUYFnzqA5rVnFK3QtEGztSVoG/cSgCEYcgYq7A1tw/ERLSxmOAg5b0mlGyutnXUzVmEVnuuBekJXF2ArW7BoZRYrYw2JmHqknojDEN5o2ox/a51VdD7724/BkKD1ugFbOECziKEvJNCMu+bgKR+3N28+qumz9la65oYoatpBmsj2NODHSrbS1Mk2l5LL+UQAqwAKkdRKiyNGe2TABiFGEwO8CNSyZgj46dPDyDyuDmdcByBgRglRXhiDB4YhqK4RqHSoaVsbui6noXuNVUfWa0Do1nZK7lvC/SbYtMUAVOKmMyV59Ulo0H1Hh4leAxTgPOC1WWCHF6a6gwpS/00M+IaUTJrVp2svfcO0zji1atXePvNOwCMy/0DSkxIOcOrojL43jVrqFQy/iKgPtUaJxb64cwohWTt4RHChGGQIsJljpp+LG6mQozCUnzmw4C8CkAdlyS5PeS04Qzjuixg5+FGwrpekdaMSDOucAhjxhGhjnJOEVGbId0/XHF3Sbhmj6UAkQs8PBx5TUu2QrqWZKEE/kQR3+wTQy2UCGuAM45CN6YU2Hr3l50gOxekT82l1GOyTTPpeDGZkmQ8T4hz7+7+tesr3Ec16biNQX8pAJw1LSETCsJASykVo8P8zva+ScONe8WCvDrnhjvTbQGzAjyxmMSASsOtZuqc00A0w4Xmf/fU3B12v1pYp2aiabYA4DQwChSgUDPzSZmibkKMKwz22zlzpQB+0LjBBoytIZOCC3Kh6s3PqVR3WM5Wndy2ygQSk4zN3Gm5ZOmg5a2YrDUpt/RNXR3FKdJAM0QAeecwTaIJWlPzEALWFJFzRFwSgg8Y/FBTUgVKWEaVlBFbZfA+SC7B0dKymQi1TJrJ3HJOzwohhEG+n1OFzS5gtSQ03qPxmjAMmE4ndQVlpHwWpqt7VtdOmWguBc4NGI4DqGQQF/z5hzs8XiLWyHh9CjgMDjcDYwzANACnMUgTnXGSPXCEXFINIFcL0w6qFbsxt4A9ETwCvJfCy5wzUo44jhOcrqkJ91r/YTUThSV92DmMw9g0R03pLiWCPIM8YfKHmnpNLGs13d6qJuoRfvgJ8B/FYliuON/fI+aoiRwr3r1/j9/+7nsMY8A337zHfL7g4dMd7n7+gJwFV+n25gQqgEuMlYrgS0E7C2o/czJ3iypElnQSeID3B9zcvsM4HbEsMz58+EkbIDkgC0z/8jhjPBwwTCO8dwgomBwjjBNCGHC8fY3zEvHjp3vcvvsGYxjx+OmKZZ4RH67IdA9yAcfXb6TjnXP4+OkOyyoNeCy1OYZblBHIcYbEDYIA9EFdl9qFqOj+bJQctYa88g6xFaRSfo2rFBeOA47HA9Y14nK51PNhySnOhxZTUGYvvdvVJW4ti7m5ZImEFoh5gyaQs7h2hyJJGcEHNbi/zJ/0dZZCZWgyqL6UukIsdAGQUtrnQwg4HA7VrWI44tYo3ibU39OeabUP9lljWE3LRlskoAqMprlzdW8cDgfM11myfTqfe58h1Uf5+3n3TjobC4AK1Lfx+ZtWy9DsCEJaU8ckJA1xGAapoM1ZXAPosow0OGtj6teoDyz1V//d3o1jllcPvGWVyqQWVsm5CqM+fdfW3yAdHFr2Vu//NAK2OhKD7zDNv7nqmsVQQ8kqCAiNwRqibs4ZQdJ/xDUGQBq7iMYadA2v16soIhpw95q9Y2OU30u1fsRyFfcACDgcTkgF+OsPP+JnVzANDn/4/h1e3xwwHk5IpDEZ56tvfl1XPXC28aoggUDkkZilqToD8JK7b7DTTmEwlmVRNNnWtMeFVoFf6Undho4IGHQPY0JRJlAtb0g2nFO3jWH3SLo3IcBhOEy4ff0KnDI4FLxxbzEvM2JccffpDvNV8JNuTyeMIeDb777BOA7IKeF6viDmiLFIFlNwDrEUxFIEm8qsxc7FZ3vb97Y7z1d8+PQJ3ouQ9sMIhgR+nR8xjg6nYULMEalkIBCG8YBX778Bw6MUwt1lweO84n7JuPvxIxIIP11WgUBhQS4uVEDxHiDJALvO0llNrCjZh8xSYDgcDuJ9cKqxkCDGWrqy9VqxLMutnr8N9HrvcTwecTgcMI4jXr9+jev1Wt2y7ew25Ocnsc9n3OH9Z/rz3L/GJjC8g9fahlqE+ivXVwmF5wbUH/b9ZMxdYp/tGa1AbJdNrm0vcDaB6/3h4JZ+2nmZ9MPNKdTfg1mqRYdhwDIv4krajXfPdLcXV+LuN97mth+zaRGi9YrfvBdS1u3Ma/CSagxiy9htnpax02sJ9rw9QTy3fhvpuRljz6D7gG5j+o6cnI/gBTW2PE2d0y/pfRvBZ7XAeitRTT9U5tFeVWtBfis5V8XCamSq1txtT81CMniJIjUDAornmgCoZr3uH5EyCgZYgsslRzycL6C8YvDAq9sjwjDgpjg4lmrVoEKBvBdfcFEMITZitAAwqk/PCpYc2lkYh0GC89ZrQmYjVrhrSRIANm1M2bTUXLTVqPUh7rdCvl8gMSjJ9BO3YWGGDx7T4YA4L4BjKTDzBJqBu7s7rOuMZZlR3r/H7c0tjjeC6Hp5c8GaItI1IXGBZ+kyZ4kffYEUmQsMrqYTm9BgIiwx4Xy9YNQezeQ9rGrc+wA/jri5vcHj5Yy4zMgQl9V4ukHOAs/9uJzxuERc1oxLWrEWxmN2KOxQyCHmggxGTgs0ElMb2h+Dh6eA4EJFSa1p0CQwF8QNd8jOSD1T9RyZZ6KlG8tnnBZgihIwDANiTJvK/71ihd3990JhzyPtnG6RVR0sibLyTlNovuD6KqFgDMdyZ/s+AfsJ6tTqoK7XKy6XC47HI6wCuWfERCRdkjqm3wc7ewuiZ4YVb6cUYfQdA+qfE3RzAGAcRhQvWQsWJD2dTvX+/YbZvKWzGdeOaWYp9IKtzpq2bC4pGqP0xpWAdGPeGcwC3WwdlwBzN7Uq7B4/yjTkXkgAW3ynXngBTZGtgW0rACTJtilZYRti3Hy/lCKaO1nKrayXAf7lzj9qGWpB4aQr/hGgTNp13duUPnZWgnO+5v0vy1IPmwmDnHWtO6tHCiFlrsEJ/oy5sKDKALggxyRMh6UTWHABwzhhvsxSXUwZ0zDg5u33ePj0E5Z1xr/+8e948+oRHx6u+P6793j96gavvnuPafSCvLouSDHicn8PqNW1Xq8ACEOYqpUkGypFXMt1xsIMr9Dzp8NJGK2uUVsbgKoWqYpXYSAXnB/uaqiCuwp68vKvep29Q8AA50MFZJyvMwqLNTJMI4L3eHM64XA+YL5e4Z2ebRTc39/h/u4Ob96+xenVDf6Pf/4/8ad/+xM+fviAH/7yN3BK8CVovZK4T0rJKClCenA7TNOIm9MNbm5vcX9/L33UgwN5wrysmNdZwPRGX10fx/EG0+mIV29fo3igeODucsXjeo+/P1yR2CMVh/trxnmJ+PC44rxGRCaE23dwwwg3jAJ8x5CYRGGpmCaRACsmgeJIorwwGsyLae/eOxwOBxBnEG3Pm10GSzJNh4rO0OApSLOGDO5/q3R5bxD6eMIPzeXeK6G9h6BHjOjv6zUhgiH9Kpb52lk/v359eUWzaSfPSK7+5/411uCAxRdKMXdOW7Stu6i9JkJFgnHWvc20SNOE7PfeTcAav2HV0k3LZ80IAKFmNe0tjx5rxC6ry5DfxYdtii7BsgF0NtQFf2Q0VattTNvJeJi1QQnr+1bb4LYMtROOW7dY98zy1GoxYeq9F/gNYENYzipv2eJUzQrZPIMhqbWluYb6Z9tc9IUn2o+lrlZR2VmYe8uwKMxCxQjSfezdgHuj3daopFwVFtO07QwXhgZ2W4aHwCeIie04iCZLHhkO5EeQZ8SS8Tgn4OMjigu4rBnTzQnHKeAwBowezcpI4srJ2t40eC9yANJ6UwR91uJPTUCwQD1bD+Kig95WnJNZNWzIqtpv2VJYIVlRZD01saVD2wdA4EOMPqwtJBPgB4+xjBjGAS7JwheNjYUhYJgGTKcj3rx/C3KEx/sHgZ1WYSiatfaioE64WeYOGMM4ILCXbEDxcGCNWZ4fAlyQTDHyYokN04QxHTEB4EWyppYMrJkRc8H9EnFdC5biEGlAIgfS7mcOhKL9FNh5OWdioANsXfwsvmWwft2ZIpmLtQu1GJ2pWAYpYodkAwSJptRVq7mzfLeWwFN3//58POcqfo7nmquYQLUnBWxmZfeQz1xfJRRs0tbZbG/i7P8ZYxFG1TIqmKEFRzKJpnX2LhnJfXaux/ewDmGuW4TGYGx8zIZZU6pQKFl9rkoIJon3LqNVm+b0OfU9Q8uxQTzLRVWrB5rPketOt83qLSFrpL4sghrpglgDIAIyqsZhzz8rPj6wtQjsqoy+iwWYJTEMA6CtH1NKVVDUdqWpWXq9tbQlKCBBraPc9lU0GRH2vhPuvZVl3bAAaHqmBtnUhdhnOnFmSSd0Tqqd1P2SO4FYLYyO/lKSHPYqFDqBYJ+z9ajzdx4FBB+GFkciwpoYNEjFfFkjHq4rPtx9xIeHGafTAWtm3JwOeHWc8JtvXotwmE5YyxlxviJF6U6GUYAgUy44+hMAD8nUVDrPjMIa8Ge1CpShizAUhiEgeTLuWCSGQSzd7eK6IihEBsGjaOZMy1ZTOmRJ8/ROU78hcTEfBjgAaxYMp+k4YTwPKN6JBecJ5B2OtydMpwPcGPDNb77Dqzev8fhwxvVyxuX8CHONcVaAClfT00AkFua6LjgcR02vRv0Xk7TmHQ+TxLS8R+ICCgOG4wlH58HTAbisyGtCZMI1AXMq+OlxxVoICQPy4MHOo/hREhMyAJIe4sUJncIZLL4UGDooLpe3eKS4HSWrS2J80t5zwBAClnVuZ6WLdUrcZnnSZEt+R+V7e7dwU/SaQvc5hWl/3nsFr/caOEeqAEvvEa88wToG/tr1ldDZ8lBjOv0kbLLLsmziB/adYRhqZgtzc8PYfeywWvDZei+YOQQ0ZrjXlveL1zNtq24290vugqk1u0h/Z25w2j1zq793a9o/28bYC5lqAXTuKIP/FoIBquZbA6sJDNIS+dazoH/mEwvBfu9iOkaQliFkneu2vbNJCoac+HpLlqYje9eZ/A71vzeG3lezWzc20UZZ+lN3QoGIcPC+muZrjLCKb9Nna5IwadibBYAYalkZukw7MLaGMsAwBE0XFebqdqaytIN91R1GKwKynC+Hwq0+JEuLerAHAAdHHtcMrOcV/+9//Qum4HAYPH7//Vu8vjnid9+9wRQIw/FW/PicEZO4v8aB4Eir+2MS68A5OK8+apacd1FOhYEXbrhgVFj7VSsek/mKXTszjgRCRrK3CKQAj4IIoMkBkPRN6auQ4IkQao8CrskI4zSJ282L1g6NccSc8PD4iOACmAhv378DOeB8fsSyLhI3KZJeGzTrxRS5mCJSXsGQvgan0xEprljWFefzo2jiIeB0e4spjHg8X3FeIs6ZkckhE2HGiCs8PsUoSKWRsdCIEgS+muHA5LTRjXVxBAASuHOoOqGCkqp9A/gwagGoumZKQ0WGAsoJ/9B9cQTnitZo2VlwitNUjzsAS0lXr0B3hns3sykBds6NDz531u1zoWZFNuuvfh4CKyKKVt7Zjb98fXX2Ue9zN99XH5hNKW2yd3rmYBlH/Xd6aee9rwvRa3X9PWwc1fw1n5u8sXl/Lzx6YWE+ORvjXtD1YxfftKyqHaB+TcyqMARDWxsxObf+/SZk6Ml9LM+/8PNQ4Hvzce+m2b9nc6loidyl3m6E2lPBunmGzRtqblNb43YPZbYomxgQA7Uo77k9qGMn2hDu/nfY8/VZVs2sN5B+wDUttLkFeotyHMdKT1IMV+9qBh/Mw8DQXHrn6z7mLBAMHz6dERxjdCLArq8WnA4jXt8cMNyMcGFAKUDOi2q+KtSYJAuIBEvIkTBdQ/DVUL+Mu5ifw+IDLbWTYNlFlgmTa7IAlLGTE8ZX3VTU8tatEZbXNGSQYkWpMR0U1deqkiEBHJTCmJcFh0liPDe3N1jXBWEIWOIq8Z5awSznIWg706JWasqDpp16xChIsTGukDaein5LDmsuSDHjnO/BfkDxHucIXCNwicA1AUsGMgUUF0BhrFTD0GQC8ObsS02TAXVb8R9VhNdqurAVDtp5V+uOSnMVF12zeg6o3oN6iqVGYz3df+7c2tXzLvNq1PPYKdN7/tDObwuK927IL7m+rvOaXqaxR9P4VMNm1S76QK9Nbu9r68u1Y4w1Om9a/N5/3i+GMeJqfsEO9Hah94v53Jj26Zd9452t5N0u63ObaQFYZsb5fIYPQbU3GXtaTVPIlbnZ9/JaQBUThbcuqU4obgVLIxIj4P1VhWMnFOxeAjeu+FLqYugB/+r6F+uMpS412q6PMSMiEpdGjDVNly11zz0VjFVQyETUSrD5mkkM1YalMlToT/Y1F+ulDIDlsHMHNdwfkn3qNGk8RZ5tB0i9sSRxBgLDQXtudErGMs/IXLBwwd8/nPHpYcZ1jvjd9+/w+9+8x+vbEwZkLBfJSjIrrpSMNS5w2UvO/WD7LQLAWBpXZu4BdmBnloFTxk21tSQXxjxLx8OPH+8EClpdRN57CaQ60Vqdt3EwRuekatdpTYv3tcdD8L4KhawaMogQU8J1WQT+egz49ne/weHmCB88/vzHP+Lx/h45r3BwYEf49jff43CYcH58xLxckeYs8ZsQ4IcBZb5iXjMKPMIw4ubNe/jDEdmPCKc3WJYVP9w94GF+wGVNeFwL2A/w0y0iEzJ7RCfFhM6NUFGOlJN5beupHb3RNWFdhKeMw4gQBGzvYZ6R1DXZzrgoF45a/BJW+c2oblTAbZ5Vzx24dkTsz0tP/0br+5qefVKNfa8/0/aafbfxJHFPk0jHega/9PpiobBngr3G2Q/SXBbPabF7rd0+Z4JgC2T3lInscT/2Y6rM8ZmFBLNqAYBRzOd8dvufdX7Mm7SufsPMNbWtD+ieBajmUtAotlkMuRTRqlTTsJDXc5r7k+ez5fs//zk51PJ7HyupmqWOxUzYvZuqisSNFtSPTe7jOt+3WU5WC8HdM3wQULHa1EflIAHanrQXYNwJPdI17PcMYCaQNevtBI1pz5Upi8pXLRMwt7AFUPsGm4DrGYScL8EnctpXwEEQMhMDD9cVh8crxukRw/gGY3DwwwGk2FdZA7C+a9sJBb5rqypaK0hhpOu6Q4WjpTwWkJPMFIwjDsejuBvWCDjpzaH8QASJI4no6lr3DMmgS3wYtEVlhBuCaMu2LipoSDVlE+JwgB8DDrcnvHr3BuQJDx8/ojCwpBVzXCR4fZyQOWONEakULGvE4/mCeVmRCuNwc4swjMgqBFEIj3PCwzXi7hLxMEdcY8YCyW4a2CHDoYBQFBrbwaxtiW8Rtm5HVeZF6DtXq/vNqjBDoaer6r7rzlLzGnTJKzWTz+m+9Sdn+939P+EVnzt3T1PMn+N9e8FhdVq10Zcqcs8laDx3fbFQMM0LaP107eoLyo7H4y4lq01sm0vbNHfz91sRT1//YN83y6T/LkyiArXjkxGzHekqkJgV6VENq53LZL9Z/WbUSsMuP39vufTpoubWEkGWGiZQaSiIzhm+j1PCMrbnNsRp999fm9eYnxLuboxG4C0QS5VZ1znTPt+ZqmVQf2eIJ2QzJq5WIkGeMQxS9WzV3xJHAAgOgYZKMxQknZFVaEsOd6zrKbSUJCOmWkWsVkMnvKtso/rTgmuBJEc774JtRH0sWxh3Zc81s6TFGayvsQ9eg5EAsfQnuL9G4OMZa8o43Zzw+mbC7eEWyBGcIwpL8HmYJphwFOalQUe0WIkRqrkwRLBJgkWMithLkq0zDJJuGmPE3d0dfAgYx0HjGiKAa/KDarvOt2dNh4Pu14jL+YxcMvwo0O5JkYzBjMEHkDW6B8DESFRAg8fp9S2+Kd/heHPE9XrBusxY5gX35wcwAd999y0yF1yWGUtMWGPGvKzau5rx9v03cMOAWBxSIXAi/HR/xf1lxk8PK85rwpIL3PEIhxGMAIaXPUWqrUFLKZoy3bLr7FRkZonVsVQPy7EhZHULkZNYns23h0fZ1y2ZiiKWACMlyZbzjgDXYExIbU1TvnprtT/DRRF1+yZVdoZNye6Vzv6c94pzPz4ptlO3vNungv/y9cVCoVjm0SbKvUW87LNI+qufqL1vLqPeTDJrIKVU3Q89yJq5dpglS6iUguPx2BhAH3zWf9Un58UNYAYDVV+tXH3e/d4CsjTI58w3YCtc9pr4vgWpfd7K4eU7hEBhM97nrr1l0/9u2kqfmWSMFkBtUNLf2ynTExiOZ4QeLOBJADEkmcFt1kIOjIjaEALYFaRokNZJtFQ2nznXNLnSCVIowTKk+tfua0LdrI9qeMm5Rc5R99NLQ3tq1bP9Qe7ptM5NrQ8DMJR9FvgRQZflzX44LTgSAZRFmjgnGS4sSsfdecHlOsMx483rE/75999hCiRdvsZQu7lJnwQH11laZD5pdGelNGWksEPUc2MZWM5JrYXt+/F4wjSOOB4PuFyuyDlhnheMw4BhHCusS1Y3p1WC5yVjnueWeum9NK8JXjCIUsb5fEaK0rwmLqtYfNMAdgT2hPfff4f3336Dw+mIh7s7fPz5Z/jDAckx7i9nZDDGmxsMTtzM63WWbDgGECawH3CNGfNyxZIvmDMh0ojsgeHGw5PHnIFCHmtuSqFUpHcxwRpr0raYGvhlaNacBt7JLAaQwMWzOfA6hq/M/JksdVHmNmneUvvg3NBc2yyp963rYHMX9zxEDFjjM8A4jaLkFpaGR/LAStc9nzNBsemESKTJK6LYFFJL6jN8ZX99eaBZTXYurZhJnw9jbsYUt24Fed+4sS273auP3ptELJoPT7sg7dNA8/MuFthi94NHPyZjQeg0NOq+qt8vLVhF1b58Zm2ofkWJ1f5mvcfWV6mqd2fOqbuA602eGXf37c37NuUuAdvuq0MhJ9ko/XDrzypAUIl8I8D75zDDApZV3jwjYO27JkyLfreJa65Tq4eDSEHTShubE1RT6jM6jBl095LcfV/nshcKn7s2Jrua26bhkdEBm0uJNKOJUKzNmGrfIhSpFv99uD+jFMb7t6+RBo80aEGekzgFVSZhm2Lui/Yao6UwOh3Ppp0i25rq2qm7TgqeJLjLWZmG95W2yFwoXlrmWnvVnHI7B1XD1todcogPj9KKNGekFOFi691NzuFwOkqvDQBhHJAh0IOeHBCC1CAME7wLKDnjcl2RUVDgsGYGuGBeMy4p45oK5gxEljoDN0wgH0CLZOeVpprAzhJvzk73rx5H2ggPIjXItG7K3D6967YKCFZOUdmYwbZD9quStJ2PlhZqvMOACyvMisbDiJTPiAbWmD8zsimVoKpIbBXG3uXUKam6JjBlSC3lzymb++uLhYLkQns4QoN9Fb0HzjXXELFWmW6G2bRC772W+utulYySTGBIswzvSbCJimbv6JYWLQoSqIEBXt0RxmFIhY6qeOCStW9t16bSAU4hjqVBj1grWYvScjL/YMc8jcETqmnfllc7hDGQS7OiZC3EXBV6JTiFfTY/t7lsWHP/qR70XOfRm4voXQxq9dgqy7MLcubmQ/QaFDZhxgwyxsJUtfjYwUMI81LqZ2zdLSoUCkl6KzFhoKZVna8X2XvXhHuJLXA6DgLBnVjrXLzuV6GOcJ1aJ6zJN2qG6ziGcapM/3g8gpkVYEzWYjB4706BaD5f2mlp3K0NUBJLWntoGE6lCrACZsm5D8EsD4aWnGmdhqQlP6wF68MV+Y8/CLpqcPjf/5c/4NXNCa9ujliXK9K8YgySQutJqouds5qPUvszgB1Ox5MAHqaI42S1Ota9TvtJO4dxGFCYcb5c4L1US+cY5f7icIFzHmEaxRrwDqmsYGQwRUF/9QFEoa774XAECvDppw+IKWKdrwBncFxxe5rgvMdhmkAhgIYB7//we9x8+y3e/u4PSEmaZt0cJUtpvs6IS8T1fMHDj5+A4kEc8N/+/a9IDKQwoAwHFD/gw2VBZIfkD/BhggsDBiiCQmfxSp8DND8gGN6bhdifHAd4h+CHVktAwqRzLnChD+yKQGE2D4HhjolV753HdJiQckIuCQEBjOYSZkjjKak3KgheuuqVIlZHyoI6DKgiUBjEWY1PAmUp4ORs1oeDtBztY6xW0Gsp+50bSTSqGq8znvE/XChAJZ7AE/fMwlwyVLWs+nk0wbCvEdiaT/ZZ03bRvQf0TF9tQZW8TWs2jBIhAGVEZEKlVfnBNDDqhIg9r8f0YRUCqjcwGFS4ZnDsrSEGb5iOjAMSjlRrYd8FTu5jbq/GuFSGVCvmaRzGNNYW7O/dbNZbuAZOTYnabqg9pAoOQ6QFhMk4Waimkdq6qCW3F1qdjbK10qpGXtBgw7e1BNUbYALdmHG/P7oG2wr4rUtsT18W67LP9kJBegEMKEkPoWrPtSBJIbtFF6A2r7p0NmhN79F1ZJLeDdeYMK8SEv3T337E65sTvn3/DsFLE6lYBKFW6kV8ZWzVlaUH27Q8H6yjh5xF8RuXqnhUYQ6Cd6pRkxQvBW91OQzCIHuRLYjfWcKAegIk574wRLkaR2mvGcXdlmLC5fEsTDn4WshFEFft4XAT7IinAAAtHklEQVRESkOzAl2AH0bExNLWUq0Q5x04SM1ScV6EQ2HEAiQGioNk0Gimj535DYPrlAn+DM0I/cvPHh6+nQvqPkvY3l4YtyU5lCJuTiaugXy7t7hGG2CmWBcFOaMqSoBaEmycZTvOsqH1TgkENmf4OR5f17sepnamuT9Qv3B9XfGak25TINGyDYNHJqn+OdN8LRWRmr/fDqgFrc0ftg2YAL2d0WvDxgzlDy3tJwdWp4O33HixxVSza5qgrU/tQ2ywGcrowG1jmkmmxFAYRFwRQoFGVL2boo9teHIgj9oPwHcsk9TMzGp1yfpK9yneECg2z+i14LovJCX4Fui2uVoTj3rZWuj32LQI50AoAG9rNLyasdVdZ1AlHSPeC6w93QnjZBhYmiwZPyHoXihUsdHdu82zJSH0Atgu863uEXVtb3qXEZFAhUesyPo8S6mOht4LFZAyagA9tr4FhkuX3UOAAwoR5piR44KcVqT1itvTEUsqePfmFV7dnlBSwhAIkx/k+wLRJPTM0BoCybKxCnAuqQrZ1sxqG+chFQQEaaQUvMPgPeK6gpnAZVLBixbNJnPIkNZAOBFca0SOCdNhUms9ISne08PdnbYYHTAMIzx5YCjw5HCYDoheKn1TSgKBEQYwZWQolIhzAHm4w1EUkCLIpmtmQTk1OsgFuaSqMG0EQ0cXlkhQVa/eyu1oyJItJCXbPtdZ9G577pzTbhFF6xVKRkxiUTr/tOYKYMS4dYkzeIMEYS7YlhnYXq/9VKzgk6hr+Yn63edUsP6yZk81PvJlMuHLhYK1CaxFIXXBGiMurFWA/WagFa71vub6fif1K3OkUv/ur1IaONy6rkpwa322la9LTnwbH8gKcbghZKoGlKEmYgcH7YM22CAJFM3ropkzTzMHmNtm7yu8za1g5l4/716gyIFv2V1iBbUgd8/cel95X2cxjaOC7q2aOtmEUV1nbBmtKOPtUPWM93A41PHN16uW8TcY7GCopx2Dsk5i9nzxsQoV9JDc+ywyC5RW2jAt/BkayTnXYHoPX24Wq4Ho7eEG9veyeZpFUNSVxMyIOWGcRow0SeJD0W5xfS8R8jVRQtZoBpOgksJ5sAPmGFEygYvHh4cFd+eIn++uePPqhNe3J/zDb7/Dq9sjpuMJXBiuFpo5hDBgCCOCDxjHUfD4DwfM1wvWdcHl8SztNNdVG/Q4BaWT3+M6a29lBkoG54RpELdQSUmFmKthDS7Q6m1oHEe0+Jwj1ihrOowD3KsbzGcgxSiZV3HFusy4Xi4g53E43mI4HDAdjwjTAQWMT3f3CudBWJeMy5xwyQ7jOMFNE+bLGbFk6SetVgJ8AJEH+aGeZWOWALDGVYANh4ZUUP3m3dm0n32cbI9vJoybq0fBOWw+39OrshPR/lNBykqzzJU/9ApTD1ldVFG0LL0972A5/CJgvdSyXC5X4b2gzZjqGQZ0fVQfMeUEKkAVSn5vRf3S9eWWgj4951zzvvvDVXJfVbnVcveBv73J319E2Ez8uc+2P1suuzEnKdowN1L3HaeBMdOQAD0Q+jftxk3dPzCgkfw6LmUihMbgTYPmep+txt/7sZ9jVJt7/8K1146NIEFqGhezEprviJTRbu5tLoNn1tggKTQEWk1s00hdHTM6LYTUQkH96VQoGMP6nNtno2lRHdZmjfaf6wsioTO1Q9a7J5/ST0u13bj7COotE6vYOclkoVp7shUqwji9utK69VJMqVwgmjk7lCIwzkuckQtjWSJuTicUEE43RwwOCB4YBolbuBDg/KBuGXHP+BDUmuzdr13hne0DicLDJeuw5FwYAKLEr0i4v33H7mW/c6lgexJM1Zaw2n8ZymyQBWNnnRcUBtYlYTqdUBiYtH/BmhJyBnJxWNeCJRZxH+m/hYHIEliO+nuxijtY1hpv9i6VPi2+7XV1lewEQ28pbON0jXiMD0jdS/dWpdU9zRbNEmpuqD2vA7ZxuUapT2mS7S5EtZbF6HH/2TYn1D02wVEVQXRZlIWfn/cz11f3U5A5cdXuzApgEuCz8kz+Vq9By9d5M9F+47xvFcZNArYFLKXUSlwp5mnZBKUklCLQ1PZi72Oz7l0WW3CdRdGPKa8CJMVU9V3rfIklxW6sekCTLXyumhqzFid18+wtKlZG7jX3v89B5o75mDvDUmZ7l539rVtS+0VwYpQsh7kyL2PsdnaIAIVYLqk82Y+4xvq7IwJpZgv16wqBRKjMmbb7VV2KkCwUsxZsDmbKA8DlcqmuRerchL3iYVfWLJ/+b9GUUV0C5jfu3W19lbzUXDSt0XmvKXukVpbsXSliRdhYnfPSi5kFlpjYXEbip89ckEEgJiT42tlrPB6FveWEx2XBw+WMy/JHvLo54uOnO7x5fcLtacL3376VtNJpqGuQGVhjQikXxGWtyRBDCBi8A2nmWpwXWKtL4gLvCIMLSud6Lll+t7oYVHyeIkkInMGZkTOh5AiigmHwiCWCIZlK03HAODrEBUhRmOW6rEhrwuN5xnFdkUGYS5EA8eGIOCeclxXnS8R1iVhowGUtyOsFc0zIzGDnkVliCRlSyOaYN7UHgzaucavT9HijZxYkXznZTxSBvZAwGqkMtsYyXS2Acxvl19bJhAM2KLV2bu2sCkheS2+3q1SaM7ozmhN3JhOkliMJLynKeErOm7PQW9dG02QCxM6fmA6VtzyHAP3c9eV1CqYpVb1EJVFhpBhV0WiasjA9/e7uMH7eSmiv9+6E6qPfBYhQR2ImlDL1vPO9s7mNlPlxCz03TXpr2bTANCoKMFfYbE2HVcKpxbRAzVRSBRl9L2R7zaG5bja9GD6zLs+tD7DFPrGeuEJIcjiy5W7XdUDbI+YaPK0rqYJqr1WYX7NZMn2nul6lkv82+6NjsRiUPee5udV/vcXRje25321+VnNh7/cH4Lnn1eXoYloWK3COkHICJ2BZGzBj8/labEKyvqxvgJwIyZuX+0nxEhyhoMuS8XJw1wxcl4wPD1ekUjAvK4ZhxM2J4dyA4EkLojxyEVepdFrTXHudsyegBovVKjBAPVnKVhNjE2dFZhV8PValXK0JdfsRiqRqEqP2/SAWRkYeKTl4BEzOg9yAnAuOCQjThHE6wA0j4APWUjCnjMuacF4k+B6ZEHNBLBJjkH7MEhwX4WyuSBbXFjf3ZC4Z2GnklaY7etrv/95K3Sip6n4s3DL/qvHrjE+Yv1+P9jO8o0dd2I+tCaZO2bGi4MpAlDdwlxRRIynyXYvDbhEexMKxD5nr2tbEBMSXXF/hPlJmavPvTLHUSTHR/Nj4Qx30Fv6huUt6c67fpB4hNKtgMK2yx/nYu5oAYVi1QUW9R66L3w6HuVh0k+SXbrPtP7ScY0YThJZia4VVulKo2rJkoigdwfz49ZPchAJDq09JmPIe++T54HLDbCpqMQlWUdNybW4SExKN3b7/LLPU1/o1tl61wtx5M27zPaNTBmqNiVGC0ryhRG72Gk99sZ1E3cx5P2776b2vAs9e71u2bnFhukPc0wKkQFOC7k5QMXPB5XpFCAGTwZrr2mh+cs3vbwFwiPIBhcEmEQaFJM2AHAEBoOKROOIaGZ8epEXj5TpgHCekDIzTEcdJg7HOI8eCdY5ASYClSprFS0DziPdjZLBDRd21/TUmm5WZEGmfbtY6ip7Zqaxl1n7X2n8cnuGSQGoQHA7HAJBUJBfnwS4A4wGZCMt1xhwzLnPEeYlYYsbKhKUwYipwQwATEItmH5KXf7bveiKdplinHbqxjbXB26i90J2PPYPe/25gLLm39m3NXFNQjIdQ9Te1yxj1xqXZ05dZqB23qEqcJub0ZC9nuWyEgm4hgG1RXbNgtrhxRpu+Kk6/fn2d+4igPi5hME/McVhDCh18O3vVJeCHUGGmGzwsbbR5MBC18bf3Qc1zDwMhIB/EZwpuzyjcsgqidLEyk0wWktsklOlUokdzT5SiJe9khSal1h/0Wog9C8CGMO1nQ4lFJWpRwkiKtNhcUy332TCBuGPMdh+DDrHqRXO12OdYf0oVsaRWhuKRslSrDl7gJDKXShwlPgNpsWPaABDVCgERRq2ENWZbrSYyK4JBzFIsR6TB/4KUkwKvueoKs+LAwlaoaKSwPQR29Zlre2vAFtsg2dd1bUJt173K1tMEWuqy4IgIcITgB2AAyBIAmFX54WqVMhfN8gFCaNaGgfLJWIyRGKE6MEk/YNPml+IQzyvuzzN+/nSPwzTize0N/vEPv8X7d2/w7Tfv4SnATSekZUbJSTvHEQbvkOIMzgk+qPYPgKP2z1gj8sCYRgevmXDzPNdYhdc8f8k+4wp+aPU7JhTGw1H2QPezcEEgDyhc9PF4C+8HrIlwf7ni4/0jHu4/YckZSy540PnNCyNmxpoYDA/2DqkIUy5WhYxWbU8a9HUa2C2uKQd2rp96Hr6M+fWul9wpX/UcO7kX4SlApz1lkwrfWR8b5QWQILhCzDsNNJs1bCne1FeYKuMXpaqfI2/4zl553Fsqn7OSf+n6KkC8XsPSJwNAg0Y2LZvbd7ob1K16bqCVpdhCFikyk0v8phvfsN0WuuAELQjbWhxtEenJuJg6F5FtEItbpQZsGFXTr/dkIZUn5iiobmI1B+sE+w1q86/j7qrEN6Z+99xeW/7cOoqApurr3mvI9BkaIZL4hvn7e2FR95ZZAdcaLHYN3tsasLmAUAkbkDiKR0PPBaR6mYvtkT3L5rUN9vXj3P/efL6iTXLhDVaXfeY5vzLQ36NZRDZnHwQ+2lKWzW0EE1wqLPXGUh2sAifQUBWCxh7qAwCSLKXMhJxlLTlHLGtGjAXH0wmZCUweh3HAYZR4EbHsVRHfBsgNwrqCdvYqRUHfvPRsUPhvs/RijhhIMICcd6gZmOrTJrMViAAIbYZBoKm9aeec4dhBilcD3HgAuQEpJ8yJcX9ZcHddsOaMxITLmrCkIuimkDnLUqg7rlPWVA/fuYKsB/a2GNH2s9EONvv83DnauI26M9me2WIIz9FPvQ/avu+JVSycdmeuU2tuP/nc1qow+xpcP44qPepYnj7yc66qzfp8obD88opmhcZmtipPhqcW+DDCN4jmvQvIBmfZIXtQvef85UAz/R15HA83SCni8fygMQOqboraOQld+mkprRsYN83WKv0KtW2rNFnH2hiAVCbL52qmgTJY2QQRjEHxcYx45YON+Ki0qmUjiyEE1SCeh2XYC4M+JdaCqvvP55RhXNk5ycWXDlN2auSzXi0D26uhpvo2DcQ5h9PpBEDSPUHaz1Yn4LQoirWLlQiX0NUEdEtBtDnM/Zj3WpZsSEshfKoNtkBhDYDbkXLN0trT2F6gMjcLs4DByjxz1+TG+4DgPNYlImdLEmDRa7locVWz5pZllrTeaajrVPcR4r9nOPhBXK1rKSAEgDzISTZOWgr+8x//Cv+nv+EwTXj76hV++/33ePfqRoLQB4/spNDrOEr2kvcj4rogrzPCOGEgSSMFF5SSkWLCWhLmZQG5gMERRoV2LyVrrYQDO80aKqwWg8c4HEBaKxFjAuWC5CKIPJwfEF1AysBfPt7j7z/d4d//8iOua0YGIUwHJAYiC+QFiqATGLyDpZo652uLy5LNifVcq9ztmdgz7L726bl9f44GLTBYuAhSgvNPzmN1R7HEl3uGYbfbxNMIYEe1edVY8adoc657Js4yiDrGQXs4W5uCdkYspvhU+Nl5tL7m4M4S/4Lrq7OPnpVA9jQy8/J5dXQvxTY+5E7CbyUpqqmVUqqt7wTnxWvQT2EXei0SW9jZvo8y2u3rC0lLynVm+qMxUZUjG7+cWUhk/SOqtYQmeLBdL5ufVWSbZbHd2PaMjc/0Gc1flIqdNqSaBnfvtK9RN79uvVk7pmGLCpmz5ug7ZZY5K7plftKbemNWd49zIKADP+z9vHvzv1po/e50c+9N+J7+qiVXnprNvUDd0CC1vYCTyjHS9TM0UOecHGpkMEvGWslF6YEq2JkT4hD/emW0pVmAtcPbjg7ZvPgCTU1e+gIUMJZcQJmxpBlrYqyp4OdpxBQ8bqaAafQ4jgFvX9/gOI24OY6gMGByhJSj0BW08lkhO4gIYRoBJ27BVIr0Xx6PtXaBvAgn6e+hGWRe2mSGMICWBYgJlBfEVLBeV3y8+4jzZcaf/voTrkvEnAhrEZdvWiX7OwHSqEYtQSNFA+qDIpZaKipgdqZezolr8jPMrdHIl+Xk94K6Kn38VOBUmikAwYGJ4ZwpBnt+1dEe6Zh7ZQ66F2XrKqL+XBo9cxvXfp6iLJX67BZzJJCAOj1RtJ5TrJ67vqqi+Vlmv3uwuU63+d9tMM8Ffszt0vD1qVKD0Q9gfYuTSkGJS6QUkdUErdUJuqGeqAbVmkuiOozQL3ZWoVCDlm2C7W9qDNRo2pio3ddmagVoeGYNCG2TSs6ts5lq1lYCbwyQAPUB63c0kEzObdx11aTkzmVB3bO7xWzrD5AG1UrO2ut3u1cpJ3EVqJWQuQB551sFVVPY0Bir9k5UW0f2TPlzlmKf4WbvPQVDLJtAmh2eHmXV5v45jdHCsrVrHFMVpFb1zsRS/JMzhjDqPouZL/Ny2rlLXCsOYjHKPaRmRp4pO9JTnU3fXCcM3xUuFpSSwFogNi8J5/OM0QHBEU6jw3Ea8ermgHl9h1c3J/jwDlPwGAevQJNZ0rRF+ZSz6j3COIEBpJKRmeHh4McD1IEPPwwyL4v9QKwl7wViO7IDcQQ7xppn3J0X/Ptff8SHj/f4099+hA8TxuMrJBYXFyeNGRBQqIL+1D1rWF6mQhVlvluhIFtH+h3jE+0TdR9Lr8K3X3uBbIK/f3f/z+7nnWKjaY8Lgi5VNzA7vxuFxblWCNcpuSak6zPQzopZkmBuoIzYnQ+yauhm0bf3jZ/SBi77SwUC8JWWgh0wg5uoRTv1wAIpSXG6MKhOM9YgYUxJg0qmfTMKsdYBaLs8cnq4WQPUlmEj6WLHwyQVtUxYZ4XxDfJ3PXSd1t+vRz+mwzCo0ChIa1KG7CAQGVDGz4DTQFSxTBmperbsgJQSnHcYh1EITxLzZQxZcG4Ibe0kwCem35qzmNOlz1poZqFZKOCCnGTs4q4jUG7V2JWYqoQASDVfE0KVeOuBRMV30pWCG4Sh1QwokIxPM2qyWmuV0KuAJEBjPblzoVUGSFKc1VdcioZkzLGT/jbp56yITij0QqbyC2PQgxdmXoq6aWSfnY7bxpizKBNkjIQlUF5zvZIcTmICp1KZvY1H1lVjLIXBTgDWqpLD4ja0IssqCLi5xfrMpaKN5Z0bpOsbAyFMKDljTgmZHVwBrmuCO1/gPp7xpx8fMASP02HAq+OENzdHvH//FqfjAW9ev0IYCKP2fyg5ga4XbcQCzMnhEgviw4O4jgRIGgyqP4GW3gwQLtcF87Lip493OF9nPDxe8OnhAXNMKAhw7LDGJO1M0RIIxGBShYYE1oMUTVQEsDYEqszeHsm1c1+lVr2nQH+wVNvrm7mrzxEy40peLcDLiKXVuog72tfeLly0eM8UnCJCixSsksgK6AqGINA/raCTK223wUo9kH4ZwRPQqAxA+57NnQna3Q0CdEl1OPqaNhQicU3ZWQmDh6AGi3LqQ+i6xP369VWB5o2pr5oW158tJRHdzycCqpOqrKotd+9VCrLPmuZbmaTGMEqrJmQiUBGAMzPbf0kTtfH3JmOvzemr+sWWBslQq8C13WFwl2XVTFFbm/0amonRw4FwXc+NYtOG2r1vribVl9r61vG3H4bhYpqFUGrTKFrGkL3CdX+gmRdtRPpZDaR6720qMD2o3Ue/sbOOhPD7J3ba8kYrAuqiPrceu3WtrqDdvUEQJFbLImEz4ZWhM7Ah0J5e6msivNxmho2emgui2QL1XDBXvtJube6N/QFVLZRaeq/g4aNBgTnWNvMAyCNzBnJB4hWeCNdlxbxEzGtCdgGnOeK6RowhYBw8xiA9AOZ5rVbpumakXLAkCUiT02wglnhFTUHuGk2tKWNNGR/uHjAvKy7XGRe9DzvpPsZVaMtZ6K34Ot96hhqNA8JcTYknMuFb3663qJTsCJ5aE3ujB6C5ptp5/ozWrMy7NscCxJ3FDCbbWaqWHKmyydqYxxtfMnpQS0CmSUqfJmJtr7fUthF6Niy9TfNDCD1yJ2zkcy3IUb0QrDEy5l86Tk+ur+q8VjFGdPBiYhcgZxD5J9/p177WKZiV0W1g9dN3JqUFSQitTsHMtVrRyqiLH0vGeHNTU117sL0NEShRMQvSozV7aSmkT4HWetfFOI1tPmqmjeNUh26HyJWOOAxuWw+7aKnb5jsFgsBK6H3uW0ZUCVr90CI0m+tKXCotBuFDC7jXIHvVSitsWL09o6UCul4zs4OJVpEpfnTDcemsEaAWGdk4nvPxP8fY7Z+zQi/qlYun93niDur+pRjhB2kSn4tYCIPXlpM1HZWqgLAFMCFnC27vV9uBxPJD973ebWDrWHgLgGbV70SEGPMGw0nuIbcfFDE0xogaamVWLVZ6ETADYTqAS0LJ4lJNpSAuGdf1ig+PM368u4DAmK9nHMYBx2nC61cngXlHo4OHh0fElLGuBcM0wQ8jUmbkwogpY1kjkgZK7fxPxwNcCJjXpHN18OEAdgUPlyt8IEzkMY4eDeGTtqRcFRWoVaUoyhTaewR1O24Z7p5mrNOfJUn0MQFb4+fiUH2GmtTDsbYdlffTutYYlWERmRJZkzEc1O0tYIy2TmaFMDQhRwVOcw12rs9uPk+hKGysoVsr4XkVuQHYBOGdCvesQj3taO3Xri8WCpbp0tckbH3E2wI0m6RJ+nZwbK7PZKEUQ/XsNExjLiD40BawqDnnSLHEwTVP/zmMj80B5qLmnofBTDvXQU93Etd+NuREmy82RAaw4psLdo33coBjyXCk6mJH2FZMJ/nqTTBJ4YxkpVAnJIVZtnQ2ez5Y/dvgJ2NuY3dNu9LXpYwf3f2E0CwcWlJX0exFT3YkmShWGFjxjLodE2bbYEYqjIRzT4Stfb4/DBsL8xkasQO7Z8jGcSzbzOBX/BCQtKtYSc2fbXtI3Gmjmmrrve8YjOx59WHLn/XXNqce7NCqSdt+FQW7c04OuNBbY1B2lqJCU5fCLVUUTUuGWiLLGjWW4cUNo2eQnZcqYpLAeaQJOQFLSTins8alTMgTrvMM6zg3uALPBTGJC2yNSWE6PBjCAMkDxQ0AnPadQLVifSkYxixMqasP2jLy7T73Z926LgLSx8FJmtYTgd9fPVikMeSNxs68OQs9rfVCwWyzRQWBFYHaueqFDavlaDvuVWHqe7TLaeIqBMy9qquwqW14olRsxmz0p69z89DYa+07vYKjVokp3bt1+6Xri4VCX8FapW0XyOgX2q5ntUHrLuSfSi3R+gvArh66zuru/NEAI4NLp9Fy2WgDNtb6deqLrYpqbVbXgDqXpMB+2LK6HXOyQE8jOssoqAyzq6ZsKlHzh2ctroNrRFGzfir2j9nLNhxShkZVi35ur43R9FpRT4QmULGrZWCuMkgCa7Yv4v7V5BRX8ZiMsfSWQv8s/syY+tf6n9tD/3y2RO9CbAKuCYVgglXHaFp9LtKKUV6zatWqqoqSoHMbhkGrr1GZeSuu24/LNMeym0edJYxeZKzcaa8NKsSphtpXfW+smG5/GECKSfpBBK/uJQazA/sBCAMSiYhPToDx5jUBazvDdt+4rgBJ0V+KUKHASLlgXUstcgMkcOqdE5wzEouwcBeDcYxhMA24uQr7eIr1DcFubrZuhhl0OBw6Gt8yzf136nnqvAM9PRnN7P+uvIoBaMZSilmwlnKpKfcCc2+0SVWAbBQx3vagZ5svTHkrYKUR757S/V5hrvtkPlolJRmqUQFV+rMPbHhet04mIL7k+mKh0FsHks8NhU+WSeRFNJwpWEeojJZV0AZeGTujBiYtPbNiu6PABTN3qOL4r5qrG0KoDEcUOakI3ptkPSH0uDtVK2YRUE5zgQ3r0MZYhUyXt59Sc88I4xdXjHMkKdiqrczzLNKascEcqcRI+rxeHaTKXmF+VMmHlvtY43Wor9L8mURZb9O0Blucah6XRsA5F8SYUJzr1tOksOyFVVeLNNZ4kWnTEGsBRZiKWWejCURdVwCYpqmjhy1eTa/RbapCd2l8Mv6miRvh942FzGpqAluBE7Wnsb1dhXm3HoAkMVjSQAPVc+K37xQU6r5jGp/Nr19rImyq3vcMTebmdUysdEUg8l3GiilaoeFRKQIr+4DEBXGJNSvNBYWXcAMkWYKQ3AgfCMG19pnOW30KEAYtViRGJI/EHuwI5EdMk6aGssGoaAYRuBlGJPThvUMgKXKzeo2Npk6m7RrDM7dnY4DTNAmgo33HrB99DptrFCS0CDQPge6nJ1eD6AC03abWLVgalmrbhZMqEM56HerdFWQQxrCtRYApNqhjETYmWEzsuzRW19YYYM0Ga6jBWZNLyHXeET3kZOsK1MxEkGXKKeWxWXxP3cDtTEDpsWzO2K9dX13RbJsFZmxGaaZtJ9WJePP9/ifvJtHr5fqB7r7yY4N9BFR3jKUEPmde1tv1WnPVuI1ymsm1HxMAQXCsfvTmmlCS2HytEoGabw2CeruOINE0cqc5WVFg4Vwzf6o+UhenFfWANYBUKadfPt4cOINnsL8rBgu3sYlmo6zPNeFkB9CA9qCHuaJSUhOkm4X4jKb/3O89wTajaMtQewtwbw3V+2gGi/dBegDbd+RNdLKzjaOUzUuliIZcn4NOL9vQSDPr9+Pbz2n/mf5zzO1e/X0N+rwe8LpXoogUZmSuRw+Aphbr+RQ3hsSfRAGxcLmmMoMB55vrqWLpUlOWtMBMmLoTQZnTRiM3ZcZoQRg+w+Jmvcb7S7pqtf4YjXbbAjXDjqBuFKVXFqto4+JDuweUrqXt7RbaRbQEfjKw+t6vXIQGpLhVGNDG1z7cT0Otcm5vdO9tBMPmE8+M4RmL64nV8MTC/fz13ykUbMLGfNoimvkrkkmIu8+l3Vcy92lcRJoR0mm4tixEDjc3N4gx4vHxEcOo/X5TFAJ+xmfdm4vm2hFNRBiwNQ4C0FxhSmzErPnJpWqRzIzD4YAQAo7HI5bFVXO332qTyg5SK2HgZCVneNWmg5MK2uu8gFXjtFaHKJrdo2BjTuEHdHhC4JDDURuO01MtwLvW8L7X2pwjDIOrMZzNmhXWQ0ftgCtKZEqxZlBUbd87qcom6kC9OlM9p/qM5/andznV2gMVSHvfcP95S3ww2lQqrbhah+MB12XBsq4ASDNUnC1gG4dlsWGbUGDaXXODtPHuExi2Lp4WxN0EMksfc2jotSb87F9zhUmmEJiRLN0SrkUuzGJABjuBG5dMkwLOa6ctSxczKmJxEKEi6kLHKnGtdhYz6/7DIRcRAE7XdpwmzPMMLlFSSFUiJYOwh+kDxiZNE1HrAB3yJ+8+QlRjQrZc9EyAeaNwcLMWDLvrOSYpaau5JqEQEQ7O1XieoBQ2RYjI1RjAE5o1WuEWW2z7bYJKBG3N1NO5oPv8k6l8VgY9JxYa4+8VpDbWVmext7p/7fpyoaDjYLQJWbcz09hNYhZjpL43uWSwJhR609/SxkrJALvKdLa+wAZidjwekdSPOAyDCpKyWRy7N7CVkmzaLmOzC5Wt1M1uLgHxozYGYK6JZVmQUuxcH6ifaT9b4LXmelN7vHOSxeOcQ3GKikitPqHqCioVBFNPKxq1w5kdop2i1OCT0R/Ubk+7L/R+7F57YWbNz99qUxWWm6h+J2nxW8uysCIdmbT1st1bCGaSi3ZqQfHSenOwFYup6wcFmW0vWd/XOasLaJ5nxJy63hX9Lj/VBOtB79ZCPmf5oNitT7tPL9R6wdUHzy1RYcvbngaa7fXSaa/yOUFM9QRdCy/CIjXhAkBqU4zxAJA2m6bFiaCQZDg1MVTwgKXVZibNdOGCFNeWdcQAs+BqFXWpmd/ctQltz1d1xdgKdxr6bj82f/W0So0X9Gv+nEdgD2/xnALiewuw48ZaOQVxy2zHacptDZJD52w8ymZnKbzgirAwqhIKtEZBmznveNP+6ufyxJLcfIZ2720tg41l9yvXVxSvmSmLyq3EF2numO0gS2GQK2DedlzrD0p/UHuhA/293U9esCyDYRiQl0UydtwIcEFJTzUEoBHQduGfX5zm2kK1GKo21W2YMJ6IlCJijBjHoTK2vUBAta7Mt9oxFuaKSeRIrQoiSPGwjVEEQj1XUKKldsgYjXj2Wuvn5rx3u/Sfh1lsuhsbd6B+pRh8s1mOtre9ywToOmbpAUCrfK7aIxGYcyVm6+VMXUaPzJaEsRUAVJ4cItvrXDJKFKG5YQxPVqHdG9SgR/b3tLXh/vOb9425t9cac+Iq/Ps13jO5rcYnDGgPXth/RtCDGbk4zQCAMHgVklWT7DT1atXbftT9EaFRe4l7cY3WNo6aUJHBSEnPQnc/O58bRctkzoYebUTPMMcnf9OTFz9Hr/0Z39PE/u+9UKhWKEniRX+ObW9tQtUqsHnpGd4IF+3GVrjUZIeiRWZQgdyfvV9z67Sza/vZrxhXS2MvND5/r1+/vs5S0I1io1ZbXOdwOBwBlt6twXtgAJha4NcYi/UsTVps5p1H6nqgMlver91b4JcLA+fzuQoF1rjCuiyiXZdcO3vtfWl7hl41APRCqDRiUK1VAuGmsdlBk2+lVLRL3Ni9h7pJRlCl8lHV7BN31aHyhYqnzqYFAtZNSybBoKaPiSbupJKxlOY3Z5aA5RNNCE+1JmM8tkZVi4OtjWr6uQX7qlCrQTiBMx7CUOtDAFSMfcdcUVdrLYgxE6ULS83dBpXl8+uy1NemadJg375Jer+Udh+S9FNHG0vGNLvqPtqq7crsdN0qaq3Qbr9npjWW0jDtbc9D8PDWTas0E36j5cBcjJLV01sYdsk8izIdtaStBSaA0zAAWedsfcap0U+JGQWCNGxAc+Z2NIFABATtr5E6yASJsajrF6qkkARq5/kCPwQYtEiVB31wt86yWzB7pY6RanGYiS5TDO0GRFJrQ/kpXpa933sU+teeo/0+K/AJDTHQWvKiM2zkNcvYq0ViypdIlbk6lmJnWWIq1aJlDSzDYPmfKmVG2z09GD3nzG29u/WpgqoKM1vu+ot2HX5OFD9/fRXMhbE+FuW1aRrWnKSqDQocpt/qtSNhaApjwVtfq2hjtHne5mdd3JYLbFrR5zSEjWWyERAWzKtf2Hy/aua60BU/BgwrKvsls6+Ne+sPN7Nuk1bWaSBEbUhVyxMnfx1za7xhgXPUbJDNWHbDqvS/eX2rsdYAtL6lI64a5nOTNIa4KRTq5v2cO8/+fm7fZBxiNdln7UD/Wve2nR7fHbwmBLjuDKrfuDITPNXJQPuZt5zwFtfY+2wbgyG1iEQQ2CONJp4bqw2147JKI1b3IRlfeXNaROFpGrrQsECi6CPltZrG3aZmAXoQIRVdo70268VaNOFcDERyI2Rpu15bs6pbF0lU2MnKujfN5cWV2W62ZG9xmELXL7+d3259Zdxi/eQumwmunS+QJRe08fV9NGStCeT8pm0AuLPEIOc0W8MponqO2sJsabUukY2ju1tbOTZW0Ca4u7h7kvHIxit//fo6QLyOYRkhVEINBAdXCd2AnpixkcyWojjna33NsoqsQQxZJgu1Z/SSdcPon8n5NcFh/4BtsFvWs/mp7XuVOZMdBFQC51wg5rkVHaEz3bZb0m9WQas2HMJQA56ZFWuJWuqrV4bs7J4b1Yuq0Kg4L9T8yaUSbPdzl3YJtPhMT3imYRORxGhIiqhss4NrBMYk3teaVVWJuDW4STFWCHW7nhOgnxOmUjkqdSSW7TUp8qgVCPVFlHb/yphZ6a+npVIkvbQTjMwSt6jorarcgKhmt1SFo9toWy8rcgP2Wp6NqY2t4oWpBtm7luT7+4D7tnEToxVqydxn/Z4wUC6tghrOCWQFEcgFiI9b6F1QPQ3fS928sPRyCVannLZavo2fAA+p7CWQJHmY6qqWdgNUNEWmkp6scXe+xB1o9gvq3pRSIGVMInhKyrUjWv0cbeEw2lCb4tczdrOirHlWzgnrGus+1qC/8RPQBiafayaYDCCXAq+NiPpGWGS0yKyp31Gs3OAl0UEHSjVI36Vik51Fe1ZTGpUZyvSJtOjSQdyoW15k8qJXqr/UdQR8jaVQtRWFtu20UzAhrwlFTSmGFIHlDlKrZDPBBcBOAorKwHXAzofOGmkbawsNY+pENTeeNX/4c2XcxgSl0ljuaAHxyvBt0dE0FKU7eO8xTQcs64o1RRiiqGjC6rO2rJZusRy1bl9eIUDCMNSgsgnL6u6ozcm1z4FuqrhvOuXLiKGpQJ3ZSHBOc+PJxii+4aqlbQ4R1X218ccoTK66p/WZe8XZ1s9Sc1NujA56AJv23WUSddYRwJoR02VOdJMlPYSlmIYs1GAVs1slgTbrRIC6J3JNHqj/YBp7c3/avtozSrE17Bo6VQ0ClRlYFlRfQNcrJsZIjD7twG9pVX3RnVext3AMxptQHyHw3TvjxHuxCuz8yHqUTsEQpi+LpG7QnKQXyBAqRIuAS7IWMMoD7Xeheau/MEtVmXsxyBrqiETW1Oil7wvOALJpvoAIYnMpOYC4gIsIn6RJJXZPY8jMud7M5mmCzrJ9hBQYyBmxsEBgk0PwYausAyBtnwqgZg3aflj1vtEpKa9r6831d/tuU0QFMVUUq2YRSM2IPM8UhxAEWDSn1AmmBjpqymHLgegq9E2Rhricv1YgAF8daNbSbw2E2qPBgjpJAPwwoBK5Ba5UQxBNR7QZqTTd4ZG4Dr6hN93QFrHXBrgUwQwi/yTlams52F3aVfnD/uoVfZXo4zgilQKn+exmAdlZsx65zz2/Vj+SQisrMSclMNFoGSjNumjfhTQC2o1zYxpuTNxtwLJw18B9O7HNrlaNgiFtTlnHYAeYOrXDZmqal5o1PVNs1NG+7pxBfrdlFuEpDLmwous2PXOzKSYw+3nu19rmYHyprk0HTrZdRWrf35h8ZLJD9J4uG4XqCvTopvsAZ2OgIjBMEEnB2n7cjUZ31lW9m429CSVmY6ZNCpIqJ3W7YQxMhTyxBn6bhVwtCOdQur1XcQujEGM0UkBXGvOH7UUfaLdhdXRKW+cJOoZqeyProIFtg7gA12pl9r4WezYaoPZMO5Oqt24u1rmSpc625mC6UECt00C9d0/RpIyIlFbqOeQ6i2cYcFujZvWxbVhV8IQHdt4M2mb89TWu3RJu9qc9r9FTm9v2nPzSRfy1YuTlerlerpfr5fqf9vryioaX6+V6uV6ul+t/+utFKLxcL9fL9XK9XPV6EQov18v1cr1cL1e9XoTCy/VyvVwv18tVrxeh8HK9XC/Xy/Vy1etFKLxcL9fL9XK9XPV6EQov18v1cr1cL1e9XoTCy/VyvVwv18tVrxeh8HK9XC/Xy/Vy1ev/B12vTWgbW3BZAAAAAElFTkSuQmCC","text/plain":["

"]},"metadata":{},"output_type":"display_data"}],"source":["# plotting images with label as probability distribution\n","\n","plt.imshow(train_images[600]) \n","plt.axis('off')\n","print(train_labels[600])"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:41.276919Z","iopub.status.busy":"2024-06-02T19:22:41.276542Z","iopub.status.idle":"2024-06-02T19:22:41.526342Z","shell.execute_reply":"2024-06-02T19:22:41.525455Z","shell.execute_reply.started":"2024-06-02T19:22:41.276890Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["1\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(train_images[800]) \n","plt.axis('off')\n","print(train_labels[800])"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:30.761392Z","iopub.status.busy":"2024-06-02T19:22:30.761056Z","iopub.status.idle":"2024-06-02T19:22:31.024056Z","shell.execute_reply":"2024-06-02T19:22:31.023077Z","shell.execute_reply.started":"2024-06-02T19:22:30.761364Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["2\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(train_images[1200]) \n","plt.axis('off')\n","print(train_labels[1200])"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:50.522615Z","iopub.status.busy":"2024-06-02T19:22:50.522156Z","iopub.status.idle":"2024-06-02T19:22:50.780020Z","shell.execute_reply":"2024-06-02T19:22:50.779077Z","shell.execute_reply.started":"2024-06-02T19:22:50.522583Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["3\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(train_images[400]) \n","plt.axis('off')\n","print(train_labels[400])"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:01.782213Z","iopub.status.busy":"2024-06-02T19:23:01.781853Z","iopub.status.idle":"2024-06-02T19:23:02.045977Z","shell.execute_reply":"2024-06-02T19:23:02.045043Z","shell.execute_reply.started":"2024-06-02T19:23:01.782184Z"},"trusted":true},"outputs":[{"data":{"text/plain":["9693"]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["import gc # calling garbage collector to reduce memory utilization\n","\n","del train_dataset\n","\n","gc.collect()"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:05.461372Z","iopub.status.busy":"2024-06-02T19:23:05.460962Z","iopub.status.idle":"2024-06-02T19:23:05.465916Z","shell.execute_reply":"2024-06-02T19:23:05.464859Z","shell.execute_reply.started":"2024-06-02T19:23:05.461341Z"},"trusted":true},"outputs":[],"source":["from keras import mixed_precision # changing precision policies\n","mixed_precision.set_global_policy('mixed_float16')"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:05.721957Z","iopub.status.busy":"2024-06-02T19:23:05.721585Z","iopub.status.idle":"2024-06-02T19:23:05.726527Z","shell.execute_reply":"2024-06-02T19:23:05.725564Z","shell.execute_reply.started":"2024-06-02T19:23:05.721929Z"},"trusted":true},"outputs":[],"source":["tf.config.optimizer.set_jit(True) # setting optimizer to reduce model computation by optimizing graph-computations"]},{"cell_type":"markdown","metadata":{},"source":["### VGG16"]},{"cell_type":"code","execution_count":16,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:13.937289Z","iopub.status.busy":"2024-06-02T19:23:13.936868Z","iopub.status.idle":"2024-06-02T19:23:14.915341Z","shell.execute_reply":"2024-06-02T19:23:14.914450Z","shell.execute_reply.started":"2024-06-02T19:23:13.937254Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m58889256/58889256\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_3\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_3\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)                    โ”ƒ Output Shape           โ”ƒ       Param # โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer (InputLayer)        โ”‚ (None, 224, 224, 3)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1 (Conv2D)           โ”‚ (None, 224, 224, 64)   โ”‚         1,792 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2 (Conv2D)           โ”‚ (None, 224, 224, 64)   โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_pool (MaxPooling2D)      โ”‚ (None, 112, 112, 64)   โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv1 (Conv2D)           โ”‚ (None, 112, 112, 128)  โ”‚        73,856 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv2 (Conv2D)           โ”‚ (None, 112, 112, 128)  โ”‚       147,584 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool (MaxPooling2D)      โ”‚ (None, 56, 56, 128)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv1 (Conv2D)           โ”‚ (None, 56, 56, 256)    โ”‚       295,168 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv2 (Conv2D)           โ”‚ (None, 56, 56, 256)    โ”‚       590,080 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv3 (Conv2D)           โ”‚ (None, 56, 56, 256)    โ”‚       590,080 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool (MaxPooling2D)      โ”‚ (None, 28, 28, 256)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv1 (Conv2D)           โ”‚ (None, 28, 28, 512)    โ”‚     1,180,160 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv2 (Conv2D)           โ”‚ (None, 28, 28, 512)    โ”‚     2,359,808 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv3 (Conv2D)           โ”‚ (None, 28, 28, 512)    โ”‚     2,359,808 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool (MaxPooling2D)      โ”‚ (None, 14, 14, 512)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d        โ”‚ (None, 512)            โ”‚             0 โ”‚\n","โ”‚ (GlobalAveragePooling2D)        โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense (Dense)                   โ”‚ (None, 1024)           โ”‚       525,312 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_1 (Dense)                 โ”‚ (None, 4)              โ”‚         4,100 โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m73,856\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m295,168\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv3 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m1,180,160\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m2,359,808\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv3 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m2,359,808\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m525,312\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_1 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 8,164,676 (31.15 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,164,676\u001b[0m (31.15 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 529,412 (2.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m529,412\u001b[0m (2.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 7,635,264 (29.13 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,635,264\u001b[0m (29.13 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import VGG16\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau\n","\n","# Loading model\n","vgg16_model = VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=vgg16_model.input, outputs=vgg16_model.get_layer('block4_pool').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(mode='min', monitor='val_loss', factor=0.1, patience=5, min_lr=0.00000001, verbose=1)\n","\n","model.summary() # printing summary of model"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:24:41.688989Z","iopub.status.busy":"2024-06-02T19:24:41.688132Z","iopub.status.idle":"2024-06-02T19:25:42.333217Z","shell.execute_reply":"2024-06-02T19:25:42.332267Z","shell.execute_reply.started":"2024-06-02T19:24:41.688956Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step - accuracy: 0.5435 - loss: 1.4679\n","Epoch 1: val_accuracy improved from -inf to 0.94551, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 113ms/step - accuracy: 0.5454 - loss: 1.4614 - val_accuracy: 0.9455 - val_loss: 0.2482 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9245 - loss: 0.2411\n","Epoch 2: val_accuracy did not improve from 0.94551\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9245 - loss: 0.2410 - val_accuracy: 0.9327 - val_loss: 0.2066 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9309 - loss: 0.2009\n","Epoch 3: val_accuracy did not improve from 0.94551\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9312 - loss: 0.2004 - val_accuracy: 0.9391 - val_loss: 0.1965 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9470 - loss: 0.1540\n","Epoch 4: val_accuracy improved from 0.94551 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 24ms/step - accuracy: 0.9469 - loss: 0.1543 - val_accuracy: 0.9487 - val_loss: 0.1571 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9526 - loss: 0.1264\n","Epoch 5: val_accuracy improved from 0.94872 to 0.97436, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 24ms/step - accuracy: 0.9528 - loss: 0.1260 - val_accuracy: 0.9744 - val_loss: 0.0982 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9683 - loss: 0.0897\n","Epoch 6: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9682 - loss: 0.0901 - val_accuracy: 0.9519 - val_loss: 0.1187 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9430 - loss: 0.1500\n","Epoch 7: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9433 - loss: 0.1490 - val_accuracy: 0.9744 - val_loss: 0.0767 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9673 - loss: 0.0822\n","Epoch 8: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9673 - loss: 0.0824 - val_accuracy: 0.9712 - val_loss: 0.0818 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9870 - loss: 0.0534\n","Epoch 9: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9869 - loss: 0.0533 - val_accuracy: 0.9295 - val_loss: 0.1804 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9806 - loss: 0.0487\n","Epoch 10: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 22ms/step - accuracy: 0.9805 - loss: 0.0487 - val_accuracy: 0.9744 - val_loss: 0.0780 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9863 - loss: 0.0452\n","Epoch 11: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9860 - loss: 0.0458 - val_accuracy: 0.9231 - val_loss: 0.2052 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9762 - loss: 0.0598\n","Epoch 12: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 12: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9764 - loss: 0.0595 - val_accuracy: 0.9679 - val_loss: 0.0811 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0132\n","Epoch 13: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0131 - val_accuracy: 0.9744 - val_loss: 0.0673 - learning_rate: 1.0000e-04\n","Epoch 14/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0093\n","Epoch 14: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0093 - val_accuracy: 0.9744 - val_loss: 0.0658 - learning_rate: 1.0000e-04\n","Epoch 15/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0105\n","Epoch 15: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0104 - val_accuracy: 0.9744 - val_loss: 0.0662 - learning_rate: 1.0000e-04\n","Epoch 16/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0095\n","Epoch 16: val_accuracy improved from 0.97436 to 0.97756, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 23ms/step - accuracy: 1.0000 - loss: 0.0095 - val_accuracy: 0.9776 - val_loss: 0.0680 - learning_rate: 1.0000e-04\n","Epoch 17/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0087\n","Epoch 17: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0087 - val_accuracy: 0.9744 - val_loss: 0.0661 - learning_rate: 1.0000e-04\n","Epoch 18/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0068\n","Epoch 18: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0069 - val_accuracy: 0.9776 - val_loss: 0.0666 - learning_rate: 1.0000e-04\n","Epoch 19/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0069\n","Epoch 19: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 19: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0069 - val_accuracy: 0.9744 - val_loss: 0.0662 - learning_rate: 1.0000e-04\n","Epoch 20/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0065\n","Epoch 20: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0065 - val_accuracy: 0.9744 - val_loss: 0.0662 - learning_rate: 1.0000e-05\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:42.335591Z","iopub.status.busy":"2024-06-02T19:25:42.335279Z","iopub.status.idle":"2024-06-02T19:25:42.608790Z","shell.execute_reply":"2024-06-02T19:25:42.607748Z","shell.execute_reply.started":"2024-06-02T19:25:42.335558Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":21,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:42.610252Z","iopub.status.busy":"2024-06-02T19:25:42.609947Z","iopub.status.idle":"2024-06-02T19:25:42.893915Z","shell.execute_reply":"2024-06-02T19:25:42.892951Z","shell.execute_reply.started":"2024-06-02T19:25:42.610225Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### ResNet50"]},{"cell_type":"code","execution_count":22,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:42.896257Z","iopub.status.busy":"2024-06-02T19:25:42.895948Z","iopub.status.idle":"2024-06-02T19:25:45.187109Z","shell.execute_reply":"2024-06-02T19:25:45.186081Z","shell.execute_reply.started":"2024-06-02T19:25:42.896230Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m94765736/94765736\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_7\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_7\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_1       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_pad           โ”‚ (None, 230, 230,  โ”‚          0 โ”‚ input_layer_1[0]โ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (Conv2D) โ”‚ (None, 112, 112,  โ”‚      9,472 โ”‚ conv1_pad[0][0]   โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn            โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ conv1_conv[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu          โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ conv1_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pad           โ”‚ (None, 114, 114,  โ”‚          0 โ”‚ conv1_relu[0][0]  โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pool          โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ pool1_pad[0][0]   โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (None, 56, 56,    โ”‚      4,160 โ”‚ pool1_pool[0][0]  โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (None, 56, 56,    โ”‚     36,928 โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ pool1_pool[0][0]  โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ conv2_block1_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block1_0_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block1_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_add    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 256)              โ”‚            โ”‚ conv2_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_out    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (None, 56, 56,    โ”‚     16,448 โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (None, 56, 56,    โ”‚     36,928 โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ conv2_block2_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block2_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_add    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 256)              โ”‚            โ”‚ conv2_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_out    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (None, 56, 56,    โ”‚     16,448 โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (None, 56, 56,    โ”‚     36,928 โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ conv2_block3_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block3_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_add    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 256)              โ”‚            โ”‚ conv2_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_out    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (None, 28, 28,    โ”‚     32,896 โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_conv โ”‚ (None, 28, 28,    โ”‚    131,584 โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block1_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block1_0_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block1_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (None, 28, 28,    โ”‚     65,664 โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block2_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block2_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (None, 28, 28,    โ”‚     65,664 โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block3_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block3_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (None, 28, 28,    โ”‚     65,664 โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block4_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block4_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block4_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (None, 14, 14,    โ”‚    131,328 โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (None, 14, 14,    โ”‚    590,080 โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_conv โ”‚ (None, 14, 14,    โ”‚    525,312 โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_conv โ”‚ (None, 14, 14,    โ”‚    263,168 โ”‚ conv4_block1_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block1_0_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block1_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_add    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 1024)             โ”‚            โ”‚ conv4_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_out    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (None, 14, 14,    โ”‚    262,400 โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (None, 14, 14,    โ”‚    590,080 โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_conv โ”‚ (None, 14, 14,    โ”‚    263,168 โ”‚ conv4_block2_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block2_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_add    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 1024)             โ”‚            โ”‚ conv4_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_out    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (None, 14, 14,    โ”‚    262,400 โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (None, 14, 14,    โ”‚    590,080 โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_conv โ”‚ (None, 14, 14,    โ”‚    263,168 โ”‚ conv4_block3_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block3_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_add    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 1024)             โ”‚            โ”‚ conv4_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_out    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ flatten (Flatten)   โ”‚ (None, 200704)    โ”‚          0 โ”‚ conv4_block3_outโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_2 (Dense)     โ”‚ (None, 1024)      โ”‚ 205,521,9โ€ฆ โ”‚ flatten[0][0]     โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_3 (Dense)     โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_2[0][0]     โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ input_layer_1[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m9,472\u001b[0m โ”‚ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m4,160\u001b[0m โ”‚ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ conv2_block1_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block1_0_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block1_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,448\u001b[0m โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ conv2_block2_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block2_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,448\u001b[0m โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ conv2_block3_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block3_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m32,896\u001b[0m โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m131,584\u001b[0m โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block1_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block1_0_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block1_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m65,664\u001b[0m โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block2_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block2_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m65,664\u001b[0m โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block3_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block3_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m65,664\u001b[0m โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block4_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block4_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block4_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m131,328\u001b[0m โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m525,312\u001b[0m โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m263,168\u001b[0m โ”‚ conv4_block1_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block1_0_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block1_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m262,400\u001b[0m โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m263,168\u001b[0m โ”‚ conv4_block2_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block2_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m262,400\u001b[0m โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m263,168\u001b[0m โ”‚ conv4_block3_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block3_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ flatten (\u001b[38;5;33mFlatten\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m200704\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_outโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_2 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m205,521,9โ€ฆ\u001b[0m โ”‚ flatten[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_3 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 210,749,828 (803.95 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m210,749,828\u001b[0m (803.95 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 205,526,020 (784.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m205,526,020\u001b[0m (784.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 5,223,808 (19.93 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m5,223,808\u001b[0m (19.93 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import ResNet50\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","resnet50_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=resnet50_model.input, outputs=resnet50_model.get_layer('conv4_block3_out').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = Flatten()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","# Setting callbacks\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":23,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:45.188738Z","iopub.status.busy":"2024-06-02T19:25:45.188383Z","iopub.status.idle":"2024-06-02T19:28:43.270722Z","shell.execute_reply":"2024-06-02T19:28:43.269612Z","shell.execute_reply.started":"2024-06-02T19:25:45.188704Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m 2/94\u001b[0m \u001b[37mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m \u001b[1m6s\u001b[0m 72ms/step - accuracy: 0.1500 - loss: 2.6416 "]},{"name":"stderr","output_type":"stream","text":["W0000 00:00:1717356360.106971 117 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n"]},{"name":"stdout","output_type":"stream","text":["\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 133ms/step - accuracy: 0.2480 - loss: 10.6791"]},{"name":"stderr","output_type":"stream","text":["W0000 00:00:1717356372.483253 115 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","W0000 00:00:1717356376.220617 117 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n"]},{"name":"stdout","output_type":"stream","text":["\n","Epoch 1: val_accuracy improved from -inf to 0.29808, saving model to model.keras\n"]},{"name":"stderr","output_type":"stream","text":["W0000 00:00:1717356381.349246 116 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n"]},{"name":"stdout","output_type":"stream","text":["\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m51s\u001b[0m 401ms/step - accuracy: 0.2484 - loss: 10.6833 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3002 - loss: 11.2800\n","Epoch 2: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 71ms/step - accuracy: 0.3001 - loss: 11.2804 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3170 - loss: 11.0086\n","Epoch 3: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3168 - loss: 11.0119 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2860 - loss: 11.5084\n","Epoch 4: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 71ms/step - accuracy: 0.2861 - loss: 11.5064 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2932 - loss: 11.3926\n","Epoch 5: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2932 - loss: 11.3918 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2957 - loss: 11.3515\n","Epoch 6: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 6: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2958 - loss: 11.3511 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2897 - loss: 11.4492\n","Epoch 7: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2898 - loss: 11.4478 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 8/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2923 - loss: 11.4066\n","Epoch 8: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2924 - loss: 11.4056 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 9/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2881 - loss: 11.4739\n","Epoch 9: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2882 - loss: 11.4723 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 10/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2979 - loss: 11.3171\n","Epoch 10: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2979 - loss: 11.3171 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 11/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3172 - loss: 11.0059\n","Epoch 11: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 11: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3170 - loss: 11.0092 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 12/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2861 - loss: 11.5059\n","Epoch 12: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2863 - loss: 11.5039 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 13/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2851 - loss: 11.5234\n","Epoch 13: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2852 - loss: 11.5212 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 14/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2880 - loss: 11.4759\n","Epoch 14: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2881 - loss: 11.4742 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 15/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3000 - loss: 11.2829\n","Epoch 15: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3000 - loss: 11.2832 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 16/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3092 - loss: 11.1339\n","Epoch 16: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 16: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3091 - loss: 11.1358 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 17/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2951 - loss: 11.3610\n","Epoch 17: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2952 - loss: 11.3605 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n","Epoch 18/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3067 - loss: 11.1745\n","Epoch 18: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3066 - loss: 11.1759 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n","Epoch 19/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3256 - loss: 10.8696\n","Epoch 19: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3253 - loss: 10.8743 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n","Epoch 20/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3138 - loss: 11.0608\n","Epoch 20: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3136 - loss: 11.0635 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":24,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:28:43.273210Z","iopub.status.busy":"2024-06-02T19:28:43.272782Z","iopub.status.idle":"2024-06-02T19:28:43.546384Z","shell.execute_reply":"2024-06-02T19:28:43.545359Z","shell.execute_reply.started":"2024-06-02T19:28:43.273170Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":25,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:28:43.548036Z","iopub.status.busy":"2024-06-02T19:28:43.547694Z","iopub.status.idle":"2024-06-02T19:28:43.772333Z","shell.execute_reply":"2024-06-02T19:28:43.771433Z","shell.execute_reply.started":"2024-06-02T19:28:43.548008Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### DenseNet121"]},{"cell_type":"code","execution_count":29,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:30:08.581632Z","iopub.status.busy":"2024-06-02T19:30:08.581246Z","iopub.status.idle":"2024-06-02T19:30:11.113853Z","shell.execute_reply":"2024-06-02T19:30:11.112939Z","shell.execute_reply.started":"2024-06-02T19:30:08.581588Z"},"trusted":true},"outputs":[{"data":{"text/html":["
Model: \"functional_15\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_15\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_3       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_2    โ”‚ (None, 230, 230,  โ”‚          0 โ”‚ input_layer_3[0]โ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (Conv2D) โ”‚ (None, 112, 112,  โ”‚      9,408 โ”‚ zero_padding2d_2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn            โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ conv1_conv[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu          โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ conv1_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_3    โ”‚ (None, 114, 114,  โ”‚          0 โ”‚ conv1_relu[0][0]  โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1               โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ zero_padding2d_3โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ pool1[0][0]       โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (None, 56, 56,    โ”‚      8,192 โ”‚ conv2_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ pool1[0][0],      โ”‚\n","โ”‚ (Concatenate)       โ”‚ 96)               โ”‚            โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_bn   โ”‚ (None, 56, 56,    โ”‚        384 โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (None, 56, 56,    โ”‚     12,288 โ”‚ conv2_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 128)              โ”‚            โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (None, 56, 56,    โ”‚     16,384 โ”‚ conv2_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 160)              โ”‚            โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_bn   โ”‚ (None, 56, 56,    โ”‚        640 โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_conv โ”‚ (None, 56, 56,    โ”‚     20,480 โ”‚ conv2_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 192)              โ”‚            โ”‚ conv2_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_bn   โ”‚ (None, 56, 56,    โ”‚        768 โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_conv โ”‚ (None, 56, 56,    โ”‚     24,576 โ”‚ conv2_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 224)              โ”‚            โ”‚ conv2_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_bn   โ”‚ (None, 56, 56,    โ”‚        896 โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_conv โ”‚ (None, 56, 56,    โ”‚     28,672 โ”‚ conv2_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 256)              โ”‚            โ”‚ conv2_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_bn            โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block6_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_relu          โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ pool2_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_conv (Conv2D) โ”‚ (None, 56, 56,    โ”‚     32,768 โ”‚ pool2_relu[0][0]  โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_pool          โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ pool2_conv[0][0]  โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ pool2_pool[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (None, 28, 28,    โ”‚     16,384 โ”‚ conv3_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ pool2_pool[0][0], โ”‚\n","โ”‚ (Concatenate)       โ”‚ 160)              โ”‚            โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_bn   โ”‚ (None, 28, 28,    โ”‚        640 โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (None, 28, 28,    โ”‚     20,480 โ”‚ conv3_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 192)              โ”‚            โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_bn   โ”‚ (None, 28, 28,    โ”‚        768 โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (None, 28, 28,    โ”‚     24,576 โ”‚ conv3_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 224)              โ”‚            โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_bn   โ”‚ (None, 28, 28,    โ”‚        896 โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (None, 28, 28,    โ”‚     28,672 โ”‚ conv3_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 256)              โ”‚            โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,024 โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_conv โ”‚ (None, 28, 28,    โ”‚     32,768 โ”‚ conv3_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ conv3_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,152 โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 320)              โ”‚            โ”‚ conv3_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,280 โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block7_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_conv โ”‚ (None, 28, 28,    โ”‚     40,960 โ”‚ conv3_block7_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block7_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block7_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block7_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 352)              โ”‚            โ”‚ conv3_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,408 โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block8_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_conv โ”‚ (None, 28, 28,    โ”‚     45,056 โ”‚ conv3_block8_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block8_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block8_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block8_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 384)              โ”‚            โ”‚ conv3_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,536 โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block9_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_conv โ”‚ (None, 28, 28,    โ”‚     49,152 โ”‚ conv3_block9_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block9_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block9_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block9_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 416)              โ”‚            โ”‚ conv3_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_bn  โ”‚ (None, 28, 28,    โ”‚      1,664 โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     53,248 โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_bn  โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_2_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_concโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 448)              โ”‚            โ”‚ conv3_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_bn  โ”‚ (None, 28, 28,    โ”‚      1,792 โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     57,344 โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_bn  โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_2_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_concโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 480)              โ”‚            โ”‚ conv3_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_bn  โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     61,440 โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_bn  โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_2_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_concโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 512)              โ”‚            โ”‚ conv3_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_bn            โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block12_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_relu          โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ pool3_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_conv (Conv2D) โ”‚ (None, 28, 28,    โ”‚    131,072 โ”‚ pool3_relu[0][0]  โ”‚\n","โ”‚                     โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_pool          โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ pool3_conv[0][0]  โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ pool3_pool[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (None, 14, 14,    โ”‚     32,768 โ”‚ conv4_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ pool3_pool[0][0], โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,152 โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 320)              โ”‚            โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,280 โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (None, 14, 14,    โ”‚     40,960 โ”‚ conv4_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 352)              โ”‚            โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,408 โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_conv โ”‚ (None, 14, 14,    โ”‚     45,056 โ”‚ conv4_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 384)              โ”‚            โ”‚ conv4_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,536 โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_conv โ”‚ (None, 14, 14,    โ”‚     49,152 โ”‚ conv4_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 416)              โ”‚            โ”‚ conv4_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,664 โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_conv โ”‚ (None, 14, 14,    โ”‚     53,248 โ”‚ conv4_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 448)              โ”‚            โ”‚ conv4_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,792 โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block7_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_conv โ”‚ (None, 14, 14,    โ”‚     57,344 โ”‚ conv4_block7_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block7_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block7_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block7_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 480)              โ”‚            โ”‚ conv4_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,920 โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block8_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_conv โ”‚ (None, 14, 14,    โ”‚     61,440 โ”‚ conv4_block8_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block8_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block8_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block8_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 512)              โ”‚            โ”‚ conv4_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_bn   โ”‚ (None, 14, 14,    โ”‚      2,048 โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block9_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_conv โ”‚ (None, 14, 14,    โ”‚     65,536 โ”‚ conv4_block9_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block9_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block9_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block9_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 544)              โ”‚            โ”‚ conv4_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,176 โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 544)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 544)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     69,632 โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 576)              โ”‚            โ”‚ conv4_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,304 โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 576)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 576)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     73,728 โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 608)              โ”‚            โ”‚ conv4_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,432 โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 608)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 608)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     77,824 โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 640)              โ”‚            โ”‚ conv4_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,560 โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 640)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 640)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     81,920 โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 672)              โ”‚            โ”‚ conv4_block13_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,688 โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 672)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 672)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     86,016 โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 704)              โ”‚            โ”‚ conv4_block14_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,816 โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 704)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 704)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     90,112 โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 736)              โ”‚            โ”‚ conv4_block15_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,944 โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 736)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 736)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     94,208 โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ conv4_block16_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,072 โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     98,304 โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 800)              โ”‚            โ”‚ conv4_block17_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,200 โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 800)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 800)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    102,400 โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 832)              โ”‚            โ”‚ conv4_block18_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,328 โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 832)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 832)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    106,496 โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 864)              โ”‚            โ”‚ conv4_block19_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,456 โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 864)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 864)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    110,592 โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 896)              โ”‚            โ”‚ conv4_block20_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,584 โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 896)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 896)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    114,688 โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 928)              โ”‚            โ”‚ conv4_block21_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,712 โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 928)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 928)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    118,784 โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 960)              โ”‚            โ”‚ conv4_block22_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    122,880 โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 992)              โ”‚            โ”‚ conv4_block23_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,968 โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 992)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 992)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    126,976 โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 1024)             โ”‚            โ”‚ conv4_block24_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_bn            โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block24_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_relu          โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ pool4_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_conv (Conv2D) โ”‚ (None, 14, 14,    โ”‚    524,288 โ”‚ pool4_relu[0][0]  โ”‚\n","โ”‚                     โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_pool          โ”‚ (None, 7, 7, 512) โ”‚          0 โ”‚ pool4_conv[0][0]  โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_bn   โ”‚ (None, 7, 7, 512) โ”‚      2,048 โ”‚ pool4_pool[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_relu โ”‚ (None, 7, 7, 512) โ”‚          0 โ”‚ conv5_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_conv โ”‚ (None, 7, 7, 128) โ”‚     65,536 โ”‚ conv5_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_concat โ”‚ (None, 7, 7, 544) โ”‚          0 โ”‚ pool4_pool[0][0], โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_bn   โ”‚ (None, 7, 7, 544) โ”‚      2,176 โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_relu โ”‚ (None, 7, 7, 544) โ”‚          0 โ”‚ conv5_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_conv โ”‚ (None, 7, 7, 128) โ”‚     69,632 โ”‚ conv5_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_concat โ”‚ (None, 7, 7, 576) โ”‚          0 โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_bn   โ”‚ (None, 7, 7, 576) โ”‚      2,304 โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_relu โ”‚ (None, 7, 7, 576) โ”‚          0 โ”‚ conv5_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_conv โ”‚ (None, 7, 7, 128) โ”‚     73,728 โ”‚ conv5_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_concat โ”‚ (None, 7, 7, 608) โ”‚          0 โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_bn   โ”‚ (None, 7, 7, 608) โ”‚      2,432 โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_relu โ”‚ (None, 7, 7, 608) โ”‚          0 โ”‚ conv5_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_conv โ”‚ (None, 7, 7, 128) โ”‚     77,824 โ”‚ conv5_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_concat โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_bn   โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_relu โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ conv5_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_conv โ”‚ (None, 7, 7, 128) โ”‚     81,920 โ”‚ conv5_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_concat โ”‚ (None, 7, 7, 672) โ”‚          0 โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_bn   โ”‚ (None, 7, 7, 672) โ”‚      2,688 โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_relu โ”‚ (None, 7, 7, 672) โ”‚          0 โ”‚ conv5_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_conv โ”‚ (None, 7, 7, 128) โ”‚     86,016 โ”‚ conv5_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_concat โ”‚ (None, 7, 7, 704) โ”‚          0 โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 704)       โ”‚          0 โ”‚ conv5_block6_conโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_6 (Dense)     โ”‚ (None, 1024)      โ”‚    721,920 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_7 (Dense)     โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_6[0][0]     โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ input_layer_3[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m9,408\u001b[0m โ”‚ zero_padding2d_2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ zero_padding2d_3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m8,192\u001b[0m โ”‚ conv2_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ conv2_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ conv2_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m20,480\u001b[0m โ”‚ conv2_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ conv2_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m24,576\u001b[0m โ”‚ conv2_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ conv2_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m28,672\u001b[0m โ”‚ conv2_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool2_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ pool2_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ conv3_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m20,480\u001b[0m โ”‚ conv3_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m24,576\u001b[0m โ”‚ conv3_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m28,672\u001b[0m โ”‚ conv3_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ conv3_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ conv3_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ conv3_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,280\u001b[0m โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block7_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m40,960\u001b[0m โ”‚ conv3_block7_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block7_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block7_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block7_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ conv3_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,408\u001b[0m โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block8_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m45,056\u001b[0m โ”‚ conv3_block8_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block8_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block8_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block8_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ conv3_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block9_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m49,152\u001b[0m โ”‚ conv3_block9_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block9_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block9_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block9_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ conv3_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,664\u001b[0m โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m53,248\u001b[0m โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ conv3_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m57,344\u001b[0m โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ conv3_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m61,440\u001b[0m โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block12_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool3_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m131,072\u001b[0m โ”‚ pool3_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool3_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ conv4_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,280\u001b[0m โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m40,960\u001b[0m โ”‚ conv4_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,408\u001b[0m โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m45,056\u001b[0m โ”‚ conv4_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ conv4_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m49,152\u001b[0m โ”‚ conv4_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ conv4_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,664\u001b[0m โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m53,248\u001b[0m โ”‚ conv4_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ conv4_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block7_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m57,344\u001b[0m โ”‚ conv4_block7_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block7_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block7_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block7_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ conv4_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block8_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m61,440\u001b[0m โ”‚ conv4_block8_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block8_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block8_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block8_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv4_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block9_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m65,536\u001b[0m โ”‚ conv4_block9_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block9_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block9_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block9_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m544\u001b[0m) โ”‚ โ”‚ conv4_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,176\u001b[0m โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m544\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m544\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m69,632\u001b[0m โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m) โ”‚ โ”‚ conv4_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,304\u001b[0m โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m576\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m73,728\u001b[0m โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m608\u001b[0m) โ”‚ โ”‚ conv4_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,432\u001b[0m โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m608\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m608\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m77,824\u001b[0m โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m640\u001b[0m) โ”‚ โ”‚ conv4_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m640\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m640\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m81,920\u001b[0m โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m672\u001b[0m) โ”‚ โ”‚ conv4_block13_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,688\u001b[0m โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m672\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m672\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m86,016\u001b[0m โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m704\u001b[0m) โ”‚ โ”‚ conv4_block14_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,816\u001b[0m โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m704\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m704\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m90,112\u001b[0m โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m736\u001b[0m) โ”‚ โ”‚ conv4_block15_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,944\u001b[0m โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m736\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m736\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m94,208\u001b[0m โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ conv4_block16_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,072\u001b[0m โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m98,304\u001b[0m โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m800\u001b[0m) โ”‚ โ”‚ conv4_block17_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,200\u001b[0m โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m800\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m800\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m102,400\u001b[0m โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m832\u001b[0m) โ”‚ โ”‚ conv4_block18_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,328\u001b[0m โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m832\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m832\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m106,496\u001b[0m โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m864\u001b[0m) โ”‚ โ”‚ conv4_block19_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,456\u001b[0m โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m864\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m864\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m110,592\u001b[0m โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m896\u001b[0m) โ”‚ โ”‚ conv4_block20_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,584\u001b[0m โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m896\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m896\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m928\u001b[0m) โ”‚ โ”‚ conv4_block21_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,712\u001b[0m โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m928\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m928\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m118,784\u001b[0m โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ conv4_block22_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m992\u001b[0m) โ”‚ โ”‚ conv4_block23_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,968\u001b[0m โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m992\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m992\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m126,976\u001b[0m โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block24_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block24_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool4_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m524,288\u001b[0m โ”‚ pool4_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool4_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m65,536\u001b[0m โ”‚ conv5_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) โ”‚ \u001b[38;5;34m2,176\u001b[0m โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m69,632\u001b[0m โ”‚ conv5_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) โ”‚ \u001b[38;5;34m2,304\u001b[0m โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m73,728\u001b[0m โ”‚ conv5_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) โ”‚ \u001b[38;5;34m2,432\u001b[0m โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m77,824\u001b[0m โ”‚ conv5_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m81,920\u001b[0m โ”‚ conv5_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) โ”‚ \u001b[38;5;34m2,688\u001b[0m โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m86,016\u001b[0m โ”‚ conv5_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m704\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_6 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m721,920\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_7 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 6,266,308 (23.90 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m6,266,308\u001b[0m (23.90 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 726,020 (2.77 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m726,020\u001b[0m (2.77 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 5,540,288 (21.13 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m5,540,288\u001b[0m (21.13 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import DenseNet121\n","from keras.layers import Dense, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","densenet121_model = DenseNet121(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=densenet121_model.input, outputs=densenet121_model.get_layer('conv5_block6_concat').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n"," \n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":30,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:30:11.115816Z","iopub.status.busy":"2024-06-02T19:30:11.115524Z","iopub.status.idle":"2024-06-02T19:32:11.682150Z","shell.execute_reply":"2024-06-02T19:32:11.681276Z","shell.execute_reply.started":"2024-06-02T19:30:11.115790Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 201ms/step - accuracy: 0.5920 - loss: 1.0541\n","Epoch 1: val_accuracy improved from -inf to 0.95513, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 477ms/step - accuracy: 0.5938 - loss: 1.0511 - val_accuracy: 0.9551 - val_loss: 0.3060 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 18ms/step - accuracy: 0.9477 - loss: 0.2619\n","Epoch 2: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 23ms/step - accuracy: 0.9482 - loss: 0.2599 - val_accuracy: 0.9551 - val_loss: 0.1563 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9822 - loss: 0.1057\n","Epoch 3: val_accuracy improved from 0.95513 to 0.95833, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 31ms/step - accuracy: 0.9822 - loss: 0.1056 - val_accuracy: 0.9583 - val_loss: 0.1307 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9896 - loss: 0.0647\n","Epoch 4: val_accuracy improved from 0.95833 to 0.96795, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 0.9894 - loss: 0.0648 - val_accuracy: 0.9679 - val_loss: 0.1139 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9919 - loss: 0.0586\n","Epoch 5: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9917 - loss: 0.0588 - val_accuracy: 0.9647 - val_loss: 0.1307 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9892 - loss: 0.0507\n","Epoch 6: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9892 - loss: 0.0507 - val_accuracy: 0.9679 - val_loss: 0.0943 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9848 - loss: 0.0455\n","Epoch 7: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9848 - loss: 0.0452 - val_accuracy: 0.9679 - val_loss: 0.0881 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9953 - loss: 0.0287\n","Epoch 8: val_accuracy improved from 0.96795 to 0.97115, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 31ms/step - accuracy: 0.9953 - loss: 0.0286 - val_accuracy: 0.9712 - val_loss: 0.0763 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9919 - loss: 0.0298\n","Epoch 9: val_accuracy improved from 0.97115 to 0.98397, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 0.9920 - loss: 0.0297 - val_accuracy: 0.9840 - val_loss: 0.0628 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9961 - loss: 0.0219\n","Epoch 10: val_accuracy improved from 0.98397 to 0.98718, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 37ms/step - accuracy: 0.9959 - loss: 0.0220 - val_accuracy: 0.9872 - val_loss: 0.0624 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9974 - loss: 0.0127\n","Epoch 11: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9974 - loss: 0.0127 - val_accuracy: 0.9840 - val_loss: 0.0734 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9963 - loss: 0.0182\n","Epoch 12: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9963 - loss: 0.0183 - val_accuracy: 0.9840 - val_loss: 0.0742 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9995 - loss: 0.0149\n","Epoch 13: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9994 - loss: 0.0148 - val_accuracy: 0.9808 - val_loss: 0.0613 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9992 - loss: 0.0073\n","Epoch 14: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9990 - loss: 0.0076 - val_accuracy: 0.9712 - val_loss: 0.0824 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9976 - loss: 0.0109\n","Epoch 15: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9976 - loss: 0.0109 - val_accuracy: 0.9776 - val_loss: 0.0632 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9986 - loss: 0.0083\n","Epoch 16: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 23ms/step - accuracy: 0.9986 - loss: 0.0083 - val_accuracy: 0.9872 - val_loss: 0.0592 - learning_rate: 0.0010\n","Epoch 17/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9995 - loss: 0.0071\n","Epoch 17: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9995 - loss: 0.0071 - val_accuracy: 0.9872 - val_loss: 0.0614 - learning_rate: 0.0010\n","Epoch 18/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0039\n","Epoch 18: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 1.0000 - loss: 0.0040 - val_accuracy: 0.9808 - val_loss: 0.0723 - learning_rate: 0.0010\n","Epoch 19/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0077\n","Epoch 19: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 1.0000 - loss: 0.0077 - val_accuracy: 0.9840 - val_loss: 0.0577 - learning_rate: 0.0010\n","Epoch 20/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9998 - loss: 0.0047\n","Epoch 20: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9998 - loss: 0.0047 - val_accuracy: 0.9872 - val_loss: 0.0634 - learning_rate: 0.0010\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:11.684254Z","iopub.status.busy":"2024-06-02T19:32:11.683927Z","iopub.status.idle":"2024-06-02T19:32:11.979900Z","shell.execute_reply":"2024-06-02T19:32:11.978944Z","shell.execute_reply.started":"2024-06-02T19:32:11.684227Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":32,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:11.982543Z","iopub.status.busy":"2024-06-02T19:32:11.982142Z","iopub.status.idle":"2024-06-02T19:32:12.206326Z","shell.execute_reply":"2024-06-02T19:32:12.205352Z","shell.execute_reply.started":"2024-06-02T19:32:11.982506Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### Xception"]},{"cell_type":"code","execution_count":33,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:24.573743Z","iopub.status.busy":"2024-06-02T19:32:24.572918Z","iopub.status.idle":"2024-06-02T19:32:26.420962Z","shell.execute_reply":"2024-06-02T19:32:26.420121Z","shell.execute_reply.started":"2024-06-02T19:32:24.573712Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/xception/xception_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m83683744/83683744\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_19\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_19\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_4       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1        โ”‚ (None, 111, 111,  โ”‚        864 โ”‚ input_layer_4[0]โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_bn     โ”‚ (None, 111, 111,  โ”‚        128 โ”‚ block1_conv1[0][โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_act    โ”‚ (None, 111, 111,  โ”‚          0 โ”‚ block1_conv1_bn[โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2        โ”‚ (None, 109, 109,  โ”‚     18,432 โ”‚ block1_conv1_actโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_bn     โ”‚ (None, 109, 109,  โ”‚        256 โ”‚ block1_conv2[0][โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_act    โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ block1_conv2_bn[โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1     โ”‚ (None, 109, 109,  โ”‚      8,768 โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1_bn  โ”‚ (None, 109, 109,  โ”‚        512 โ”‚ block2_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_act โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ block2_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2     โ”‚ (None, 109, 109,  โ”‚     17,536 โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_bn  โ”‚ (None, 109, 109,  โ”‚        512 โ”‚ block2_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d (Conv2D)     โ”‚ (None, 55, 55,    โ”‚      8,192 โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool         โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization โ”‚ (None, 55, 55,    โ”‚        512 โ”‚ conv2d[0][0]      โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add (Add)           โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ block2_pool[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_act โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ add[0][0]         โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1     โ”‚ (None, 55, 55,    โ”‚     33,920 โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_bn  โ”‚ (None, 55, 55,    โ”‚      1,024 โ”‚ block3_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_act โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2     โ”‚ (None, 55, 55,    โ”‚     67,840 โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_bn  โ”‚ (None, 55, 55,    โ”‚      1,024 โ”‚ block3_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_1 (Conv2D)   โ”‚ (None, 28, 28,    โ”‚     32,768 โ”‚ add[0][0]         โ”‚\n","โ”‚                     โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool         โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 28, 28,    โ”‚      1,024 โ”‚ conv2d_1[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_1 (Add)         โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3_pool[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚ 256)              โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_act โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ add_1[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1     โ”‚ (None, 28, 28,    โ”‚    188,672 โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_bn  โ”‚ (None, 28, 28,    โ”‚      2,912 โ”‚ block4_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_act โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2     โ”‚ (None, 28, 28,    โ”‚    536,536 โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_bn  โ”‚ (None, 28, 28,    โ”‚      2,912 โ”‚ block4_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_2 (Conv2D)   โ”‚ (None, 14, 14,    โ”‚    186,368 โ”‚ add_1[0][0]       โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ conv2d_2[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_2 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4_pool[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_2[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block5_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block5_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block5_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_3 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_2[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_3[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block6_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block6_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block6_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_4 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_3[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_4[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block7_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block7_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block7_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_5 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_4[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_5[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block8_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block8_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block8_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_6 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_5[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_6[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block9_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block9_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block9_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_7 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_6[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_7[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_8 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_7[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_8[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_9 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_8[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_9[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_10 (Add)        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_9[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_10[0][0]      โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2    โ”‚ (None, 14, 14,    โ”‚    752,024 โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_3 (Conv2D)   โ”‚ (None, 7, 7,      โ”‚    745,472 โ”‚ add_10[0][0]      โ”‚\n","โ”‚                     โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_pool        โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 7, 7,      โ”‚      4,096 โ”‚ conv2d_3[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_11 (Add)        โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block13_pool[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 1024)             โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1    โ”‚ (None, 7, 7,      โ”‚  1,582,080 โ”‚ add_11[0][0]      โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 1536)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_bn โ”‚ (None, 7, 7,      โ”‚      6,144 โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1536)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_aโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1536)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2    โ”‚ (None, 7, 7,      โ”‚  3,159,552 โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_bn โ”‚ (None, 7, 7,      โ”‚      8,192 โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_aโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 2048)      โ”‚          0 โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_8 (Dense)     โ”‚ (None, 1024)      โ”‚  2,098,176 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_9 (Dense)     โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_8[0][0]     โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m864\u001b[0m โ”‚ input_layer_4[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1_conv1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1_conv1_bn[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ block1_conv1_actโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ block1_conv2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1_conv2_bn[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m8,768\u001b[0m โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ block2_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m17,536\u001b[0m โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ block2_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m8,192\u001b[0m โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2d[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m33,920\u001b[0m โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block3_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m67,840\u001b[0m โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block3_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2d_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_1 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m188,672\u001b[0m โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block4_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block4_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m186,368\u001b[0m โ”‚ add_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ conv2d_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_2 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block5_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block5_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block5_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_3 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block6_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block6_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block6_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_4 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block7_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block7_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block7_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_5 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block8_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block8_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block8_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_6 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block9_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block9_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block9_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_7 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_8 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_9 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_10 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m752,024\u001b[0m โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m745,472\u001b[0m โ”‚ add_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv2d_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_11 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block13_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m1,582,080\u001b[0m โ”‚ add_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1536\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m6,144\u001b[0m โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1536\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1536\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m3,159,552\u001b[0m โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m8,192\u001b[0m โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_8 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m2,098,176\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_9 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 22,963,756 (87.60 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m22,963,756\u001b[0m (87.60 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 2,102,276 (8.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,102,276\u001b[0m (8.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 20,861,480 (79.58 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m20,861,480\u001b[0m (79.58 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import Xception\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","xception_model = Xception(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=xception_model.input, outputs=xception_model.get_layer('block14_sepconv2_act').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":34,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:26.423495Z","iopub.status.busy":"2024-06-02T19:32:26.422851Z","iopub.status.idle":"2024-06-02T19:33:41.180546Z","shell.execute_reply":"2024-06-02T19:33:41.179518Z","shell.execute_reply.started":"2024-06-02T19:32:26.423457Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 84ms/step - accuracy: 0.6079 - loss: 1.8533\n","Epoch 1: val_accuracy improved from -inf to 0.92949, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m31s\u001b[0m 193ms/step - accuracy: 0.6095 - loss: 1.8443 - val_accuracy: 0.9295 - val_loss: 0.2185 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9371 - loss: 0.1665\n","Epoch 2: val_accuracy did not improve from 0.92949\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9374 - loss: 0.1658 - val_accuracy: 0.9295 - val_loss: 0.1814 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - accuracy: 0.9830 - loss: 0.0646\n","Epoch 3: val_accuracy improved from 0.92949 to 0.94551, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 0.9828 - loss: 0.0649 - val_accuracy: 0.9455 - val_loss: 0.1630 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9847 - loss: 0.0510\n","Epoch 4: val_accuracy did not improve from 0.94551\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9846 - loss: 0.0510 - val_accuracy: 0.9327 - val_loss: 0.2116 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9840 - loss: 0.0613\n","Epoch 5: val_accuracy improved from 0.94551 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 0.9838 - loss: 0.0615 - val_accuracy: 0.9487 - val_loss: 0.1465 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9873 - loss: 0.0497\n","Epoch 6: val_accuracy improved from 0.94872 to 0.96795, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 0.9874 - loss: 0.0493 - val_accuracy: 0.9679 - val_loss: 0.1079 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9963 - loss: 0.0124\n","Epoch 7: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9963 - loss: 0.0125 - val_accuracy: 0.9423 - val_loss: 0.1649 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0087\n","Epoch 8: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0086 - val_accuracy: 0.9551 - val_loss: 0.1174 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0037\n","Epoch 9: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0037 - val_accuracy: 0.9679 - val_loss: 0.0934 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0017\n","Epoch 10: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0017 - val_accuracy: 0.9679 - val_loss: 0.0809 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0015\n","Epoch 11: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0015 - val_accuracy: 0.9615 - val_loss: 0.0903 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0014\n","Epoch 12: val_accuracy improved from 0.96795 to 0.97115, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 1.0000 - loss: 0.0014 - val_accuracy: 0.9712 - val_loss: 0.0815 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 8.8500e-04\n","Epoch 13: val_accuracy did not improve from 0.97115\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 8.8887e-04 - val_accuracy: 0.9712 - val_loss: 0.0808 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0011\n","Epoch 14: val_accuracy improved from 0.97115 to 0.97436, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 1.0000 - loss: 0.0011 - val_accuracy: 0.9744 - val_loss: 0.0794 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 7.3452e-04\n","Epoch 15: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 7.3551e-04 - val_accuracy: 0.9744 - val_loss: 0.0830 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 8.4919e-04\n","Epoch 16: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 8.4376e-04 - val_accuracy: 0.9744 - val_loss: 0.0758 - learning_rate: 0.0010\n","Epoch 17/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 5.9995e-04\n","Epoch 17: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 6.0219e-04 - val_accuracy: 0.9744 - val_loss: 0.0812 - learning_rate: 0.0010\n","Epoch 18/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 6.9812e-04\n","Epoch 18: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 6.9653e-04 - val_accuracy: 0.9744 - val_loss: 0.0786 - learning_rate: 0.0010\n","Epoch 19/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 6.1500e-04\n","Epoch 19: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 6.1245e-04 - val_accuracy: 0.9679 - val_loss: 0.0876 - learning_rate: 0.0010\n","Epoch 20/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 5.2658e-04\n","Epoch 20: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 5.2585e-04 - val_accuracy: 0.9712 - val_loss: 0.0816 - learning_rate: 0.0010\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":35,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:41.183258Z","iopub.status.busy":"2024-06-02T19:33:41.182937Z","iopub.status.idle":"2024-06-02T19:33:41.394258Z","shell.execute_reply":"2024-06-02T19:33:41.393272Z","shell.execute_reply.started":"2024-06-02T19:33:41.183231Z"},"trusted":true},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAjcAAAHHCAYAAABDUnkqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABQZElEQVR4nO3deVxU5eI/8M8My7AOq4AogfuaaKiES2qSaOaSdbX0JnmzxayfZd1bVopmRcutrDTN0rTbouk3tXstTUnbxMy13HdEERAVhn2Z8/z+OMzACAzbzJyZ4fN+NS9mzjznzHM4EB+f5znPoxJCCBARERE5CbXSFSAiIiKyJIYbIiIicioMN0RERORUGG6IiIjIqTDcEBERkVNhuCEiIiKnwnBDREREToXhhoiIiJwKww0RERE5FYYbIiIHMHToUPTs2VPpahA5BIYbIie2atUqqFQq7N27V+mqEBHZDMMNERERORWGGyJqEYQQKC4uVroaRGQDDDdEhAMHDmDUqFHQarXw8fHB8OHDsXv3bpMy5eXlWLBgATp16gQPDw8EBQVh0KBB2LZtm7FMZmYmpk2bhrZt20Kj0aB169YYN24czp8/b/bzH3zwQfj4+ODs2bNISEiAt7c3wsPD8fLLL0MIYVJWkiQsWrQIPXr0gIeHB0JDQ/Hoo4/i+vXrJuWioqJw1113YevWrejbty88PT3x0Ucfma3H77//jpEjR8LPzw9eXl4YMmQIfvvtN5My8+fPh0qlwvHjxzFx4kRotVoEBQVh1qxZKCkpMSlbUVGBhQsXokOHDtBoNIiKisILL7yA0tLSGp/9/fffY8iQIfD19YVWq0W/fv3w5Zdf1ih39OhRDBs2DF5eXmjTpg3efPNNs+dE1BIx3BC1cEeOHMHgwYNx6NAh/Otf/8LcuXNx7tw5DB06FL///rux3Pz587FgwQIMGzYMixcvxosvvoibbroJ+/fvN5a55557sGHDBkybNg0ffvgh/t//+3/Iz8/HhQsX6q2HXq/HyJEjERoaijfffBMxMTFISkpCUlKSSblHH30U//znPzFw4EC89957mDZtGr744gskJCSgvLzcpOyJEydw//3344477sB7772H3r171/n5P/74I2677TbodDokJSXhtddeQ25uLm6//Xbs2bOnRvmJEyeipKQEycnJuPPOO/H+++/jkUceMSkzffp0zJs3D7fccgveffddDBkyBMnJybjvvvtMyq1atQqjR4/GtWvXMGfOHLz++uvo3bs3tmzZYlLu+vXrGDlyJKKjo/H222+ja9eueO655/D999/X+/0lalEEETmtTz/9VAAQf/zxR51lxo8fL9zd3cWZM2eM2zIyMoSvr6+47bbbjNuio6PF6NGj6zzO9evXBQDx1ltvNbqeiYmJAoB48sknjdskSRKjR48W7u7u4sqVK0IIIX755RcBQHzxxRcm+2/ZsqXG9sjISAFAbNmypd7PlyRJdOrUSSQkJAhJkozbi4qKRLt27cQdd9xh3JaUlCQAiLFjx5oc4/HHHxcAxKFDh4QQQhw8eFAAENOnTzcp9+yzzwoA4scffxRCCJGbmyt8fX1FbGysKC4urlEvgyFDhggA4rPPPjNuKy0tFWFhYeKee+6p9xyJWhK23BC1YHq9Hj/88APGjx+P9u3bG7e3bt0akydPxq+//gqdTgcA8Pf3x5EjR3Dq1Klaj+Xp6Ql3d3fs3LmzRhdRQz3xxBPG5yqVCk888QTKysqwfft2AMC6devg5+eHO+64Azk5OcZHTEwMfHx8sGPHDpPjtWvXDgkJCfV+7sGDB3Hq1ClMnjwZV69eNR63sLAQw4cPx88//wxJkkz2mTlzpsnrJ598EgDw3XffmXydPXu2SblnnnkGALB582YAwLZt25Cfn4/nn38eHh4eJmVVKpXJax8fH/z97383vnZ3d0f//v1x9uzZes+RqCVhuCFqwa5cuYKioiJ06dKlxnvdunWDJElIT08HALz88svIzc1F586dcfPNN+Of//wn/vzzT2N5jUaDN954A99//z1CQ0Nx22234c0330RmZmaD6qJWq00CFgB07twZAIxjdk6dOoW8vDyEhISgVatWJo+CggJkZ2eb7N+uXbsGfbYhsCUmJtY47ieffILS0lLk5eWZ7NOpUyeT1x06dIBarTbWNS0tDWq1Gh07djQpFxYWBn9/f6SlpQEAzpw5AwANmsOmbdu2NQJPQEBAk8MkkbNyVboCROQYbrvtNpw5cwabNm3CDz/8gE8++QTvvvsuli1bhunTpwMAnnrqKYwZMwYbN27E1q1bMXfuXCQnJ+PHH39Enz59ml0HSZIQEhKCL774otb3W7VqZfLa09OzwccFgLfeeqvOcTk+Pj5mj3Fj6Khve1O4uLjUul3cMOiaqKVjuCFqwVq1agUvLy+cOHGixnvHjx+HWq1GRESEcVtgYCCmTZuGadOmoaCgALfddhvmz59vDDeA3ILxzDPP4JlnnsGpU6fQu3dvvP322/j888/N1kWSJJw9e9bYWgMAJ0+eBCDf+WQ49vbt2zFw4MAGB5eG6NChAwBAq9UiPj6+QfucOnXKpGXo9OnTkCTJWNfIyEhIkoRTp06hW7duxnJZWVnIzc1FZGSkyWcfPny4RisPETUNu6WIWjAXFxeMGDECmzZtMrldOysrC19++SUGDRoErVYLALh69arJvj4+PujYsaPxtuaioqIat0J36NABvr6+td76XJvFixcbnwshsHjxYri5uWH48OEA5DuU9Ho9Fi5cWGPfiooK5ObmNuhzbhQTE4MOHTrg3//+NwoKCmq8f+XKlRrblixZYvL6gw8+AACMGjUKAHDnnXcCABYtWmRS7p133gEAjB49GgAwYsQI+Pr6Ijk5ucb3jy0yRE3DlhuiFmDlypU1bisGgFmzZuGVV17Btm3bMGjQIDz++ONwdXXFRx99hNLSUpM5VLp3746hQ4ciJiYGgYGB2Lt3L9avX28cBHzy5EkMHz4cEydORPfu3eHq6ooNGzYgKyurxq3PtfHw8MCWLVuQmJiI2NhYfP/999i8eTNeeOEFY3fTkCFD8OijjyI5ORkHDx7EiBEj4ObmhlOnTmHdunV47733cO+99zb6+6NWq/HJJ59g1KhR6NGjB6ZNm4Y2bdrg0qVL2LFjB7RaLf773/+a7HPu3DmMHTsWI0eORGpqKj7//HNMnjwZ0dHRAIDo6GgkJiZi+fLlyM3NxZAhQ7Bnzx6sXr0a48ePx7BhwwDIrUXvvvsupk+fjn79+mHy5MkICAjAoUOHUFRUhNWrVzf6fIhaPIXv1iIiKzLcCl7XIz09XQghxP79+0VCQoLw8fERXl5eYtiwYWLXrl0mx3rllVdE//79hb+/v/D09BRdu3YVr776qigrKxNCCJGTkyNmzpwpunbtKry9vYWfn5+IjY0VX3/9db31TExMFN7e3uLMmTNixIgRwsvLS4SGhoqkpCSh1+trlF++fLmIiYkRnp6ewtfXV9x8883iX//6l8jIyDCWiYyMNHvrem0OHDggJkyYIIKCgoRGoxGRkZFi4sSJIiUlxVjGcCv40aNHxb333it8fX1FQECAeOKJJ2rcyl1eXi4WLFgg2rVrJ9zc3ERERISYM2eOKCkpqfHZ3377rRgwYIDw9PQUWq1W9O/fX3z11VfG94cMGSJ69OhR6/cuMjKyUedJ5OxUQrDdk4iU9eCDD2L9+vW1dgnZG8NkhleuXEFwcLDS1SGiWnDMDRERETkVhhsiIiJyKgw3RERE5FQ45oaIiIicCltuiIiIyKkw3BAREZFTaXGT+EmShIyMDPj6+lp0zRciIiKyHiEE8vPzER4eDrXafNtMiws3GRkZJmvlEBERkeNIT09H27ZtzZZpceHG19cXgPzNMayZQ0RERPZNp9MhIiLC+HfcnBYXbgxdUVqtluGGiIjIwTRkSAkHFBMREZFTYbghIiIip8JwQ0RERE6F4YaIiIicCsMNERERORWGGyIiInIqDDdERETkVBhuiIiIyKkw3BAREZFTYbghIiIip8JwQ0RERE6F4YaIiIiciqLh5ueff8aYMWMQHh4OlUqFjRs31rvPzp07ccstt0Cj0aBjx45YtWqV1evZEBV6CVm6EqRdLVS6KkRERC2aouGmsLAQ0dHRWLJkSYPKnzt3DqNHj8awYcNw8OBBPPXUU5g+fTq2bt1q5ZrW7/dz1xD7WgoeWr1X6aoQERG1aK5KfvioUaMwatSoBpdftmwZ2rVrh7fffhsA0K1bN/z666949913kZCQYK1qNkigtzsA4FphmaL1ICIiaukcasxNamoq4uPjTbYlJCQgNTW1zn1KS0uh0+lMHtYQ5COHm+tFZdBLwiqfQURERPVzqHCTmZmJ0NBQk22hoaHQ6XQoLi6udZ/k5GT4+fkZHxEREVapW4CXHG6EAHKL2HpDRESkFIcKN00xZ84c5OXlGR/p6elW+Rw3FzX8PN0AsGuKiIhISYqOuWmssLAwZGVlmWzLysqCVquFp6dnrftoNBpoNBpbVA9B3u7IKy5HTkEZOoXWX56IiIgsz6FabuLi4pCSkmKybdu2bYiLi1OoRqY4qJiIiEh5ioabgoICHDx4EAcPHgQg3+p98OBBXLhwAYDcpTR16lRj+cceewxnz57Fv/71Lxw/fhwffvghvv76azz99NNKVL+GqnBTqnBNiIiIWi5Fw83evXvRp08f9OnTBwAwe/Zs9OnTB/PmzQMAXL582Rh0AKBdu3bYvHkztm3bhujoaLz99tv45JNPFL8N3MBwx9RVttwQEREpRtExN0OHDoUQdd82Xdvsw0OHDsWBAwesWKumC/KWx/awW4qIiEg5DjXmxt4ZuqXYckNERKQchhsLMnRLXStguCEiIlIKw40FVbXccEAxERGRUhhuLIi3ghMRESmP4caCDAOKrxeVQ+L6UkRERIpguLGgAG95+QW9JJBXXK5wbYiIiFomhhsL0ri6wNdDvrued0wREREpg+HGwoI47oaIiEhRDDcWxiUYiIiIlMVwY2GBlYOKczjXDRERkSIYbiyM3VJERETKYrixsEAfhhsiIiIlMdxYWBDXlyIiIlIUw42FGdeX4oBiIiIiRTDcWJhhQPFVDigmIiJSBMONhXFAMRERkbIYbiys+uKZQnB9KSIiIltjuLEwQ7ipkAR0xRUK14aIiKjlYbixMA83F3i7uwAArnJQMRERkc0x3FhBkI88qJjjboiIiGyP4cYKAjnXDRERkWIYbqyAd0wREREph+HGCgIZboiIiBTDcGMFhvWlcgo4oJiIiMjWGG6sgN1SREREymG4sQLDEgwMN0RERLbHcGMFhsUzub4UERGR7THcWAG7pYiIiJTDcGMFXF+KiIhIOQw3VhBUOeamTC8hv5TrSxEREdkSw40VeLq7wNNNXl/qGsfdEBER2RTDjZVwCQYiIiJlMNxYieGOKQ4qJiIisi2GGyupumOKsxQTERHZEsONlRgm8mO3FBERkW0x3FiJsVuKA4qJiIhsiuHGSjigmIiISBkMN1bCcENERKQMhhsr4YBiIiIiZTDcWIlxCQaOuSEiIrIphhsrCfapuluK60sRERHZDsONlRhabkorJBSV6RWuDRERUcvBcGMlXu4u0LjK317OUkxERGQ7DDdWolKpjIOKcwo4qJiIiMhWGG6sKJDrSxEREdkcw40VcQkGIiIi22O4saKquW4YboiIiGyF4caKGG6IiIhsj+HGigxjbq5yIj8iIiKbYbixIi7BQEREZHsMN1bEAcVERES2x3BjRcaVwdktRUREZDMMN1bEAcVERES2x3BjRYYBxcXlehRzfSkiIiKbYLixIl+NK9xd5G/xVQ4qJiIisgnFw82SJUsQFRUFDw8PxMbGYs+ePWbLL1q0CF26dIGnpyciIiLw9NNPo6SkxEa1bRyVSmUcd8OuKSIiIttQNNysXbsWs2fPRlJSEvbv34/o6GgkJCQgOzu71vJffvklnn/+eSQlJeHYsWNYsWIF1q5dixdeeMHGNW8446BihhsiIiKbUDTcvPPOO3j44Ycxbdo0dO/eHcuWLYOXlxdWrlxZa/ldu3Zh4MCBmDx5MqKiojBixAjcf//99bb2KCmIE/kRERHZlGLhpqysDPv27UN8fHxVZdRqxMfHIzU1tdZ9BgwYgH379hnDzNmzZ/Hdd9/hzjvvtEmdmyKQE/kRERHZlKtSH5yTkwO9Xo/Q0FCT7aGhoTh+/Hit+0yePBk5OTkYNGgQhBCoqKjAY489ZrZbqrS0FKWlVcFCp9NZ5gQaiN1SREREtqX4gOLG2LlzJ1577TV8+OGH2L9/P7755hts3rwZCxcurHOf5ORk+Pn5GR8RERE2rDEQ7CPPUnyN3VJEREQ2oVjLTXBwMFxcXJCVlWWyPSsrC2FhYbXuM3fuXDzwwAOYPn06AODmm29GYWEhHnnkEbz44otQq2tmtTlz5mD27NnG1zqdzqYBh3dLERER2ZZiLTfu7u6IiYlBSkqKcZskSUhJSUFcXFyt+xQVFdUIMC4uLgAAIUSt+2g0Gmi1WpOHLbFbioiIyLYUa7kBgNmzZyMxMRF9+/ZF//79sWjRIhQWFmLatGkAgKlTp6JNmzZITk4GAIwZMwbvvPMO+vTpg9jYWJw+fRpz587FmDFjjCHH3gQZww0HFBMREdmCouFm0qRJuHLlCubNm4fMzEz07t0bW7ZsMQ4yvnDhgklLzUsvvQSVSoWXXnoJly5dQqtWrTBmzBi8+uqrSp1CvYzdUhxzQ0REZBMqUVd/jpPS6XTw8/NDXl6eTbqo8orKEf3yDwCA4wtHwsPNPluYiIiI7Flj/n471N1Sjkjr6QpXtQoABxUTERHZAsONlXF9KSIiIttiuLEB3jFFRERkOww3NmBYX4pLMBAREVkfw40NBHrLsxRz8UwiIiLrY7ixgSB2SxEREdkMw40NcK4bIiIi22G4sQEOKCYiIrIdhhsbCOaAYiIiIpthuLEBw4BiznNDRERkfQw3NsBuKSIiItthuLEBw91S+SUVKK3QK1wbIiIi58ZwYwN+nm5wqVxf6nphucK1ISIicm4MNzagVqsQ4OUGALjKQcVERERWxXBjI1w8k4iIyDYYbmwkiHdMERER2QTDjY0EVs51w/WliIiIrIvhxkaC2C1FRERkEww3NlI11w0HFBMREVkTw42NGFcGZ7cUERGRVTHc2AiXYCAiIrINhhsb4a3gREREtsFwYyOGlcG5vhQREZF1MdzYiKHlJq+4HOV6SeHaEBEROS+GGxvx93KHSl5eCteL2HpDRERkLQw3NuKiViHAi3dMERERWRvDjQ1xUDEREZH1MdzYUNVEfgw3RERE1sJwY0PGJRgKOEsxERGRtTDc2FCQD7uliIiIrI3hxoYMsxSzW4qIiMh6GG5siCuDExERWR/DjQ0FcvFMIiIiq2O4sSHjyuCFHFBMRERkLQw3NhTIAcVERERWx3BjQ4ZuqdzicugloXBtiIiInBPDjQ0FVi6/IATXlyIiIrIWhhsbcnVRw9/LDQC7poiIiKyF4cbGDF1TOZylmIiIyCoYbmyMc90QERFZF8ONjXFlcCIiIutiuLEx4xIMnMiPiIjIKhhubCyYc90QERFZFcONjbFbioiIyLoYbmwskEswEBERWRXDjY0FccwNERGRVTHc2Bi7pYiIiKyL4cbGgioHFF8vKoPE9aWIiIgsjuHGxgIq15eShLyAJhEREVkWw42NubuqofVwBQBc46BiIiIii2O4UUCQDwcVExERWQvDjQI4qJiIiMh6GG4UYFwZnOGGiIjI4hhuFGBcGZzdUkRERBbHcKOAqm4pDigmIiKyNIYbBVQtwcCWGyIiIktTPNwsWbIEUVFR8PDwQGxsLPbs2WO2fG5uLmbOnInWrVtDo9Ggc+fO+O6772xUW8sIrrxbigOKiYiILM9VyQ9fu3YtZs+ejWXLliE2NhaLFi1CQkICTpw4gZCQkBrly8rKcMcddyAkJATr169HmzZtkJaWBn9/f9tXvhl4txQREZH1KBpu3nnnHTz88MOYNm0aAGDZsmXYvHkzVq5cieeff75G+ZUrV+LatWvYtWsX3NzcAABRUVG2rLJFsFuKiIjIehTrliorK8O+ffsQHx9fVRm1GvHx8UhNTa11n2+//RZxcXGYOXMmQkND0bNnT7z22mvQ6/W2qrZFGNaXulbI9aWIiIgsTbGWm5ycHOj1eoSGhppsDw0NxfHjx2vd5+zZs/jxxx8xZcoUfPfddzh9+jQef/xxlJeXIykpqdZ9SktLUVpadVeSTqez3Ek0kaHlRi8J6ErK4V+53hQRERE1n+IDihtDkiSEhIRg+fLliImJwaRJk/Diiy9i2bJlde6TnJwMPz8/4yMiIsKGNa6dxtUFPho5V7JrioiIyLIUCzfBwcFwcXFBVlaWyfasrCyEhYXVuk/r1q3RuXNnuLi4GLd169YNmZmZKCurPSTMmTMHeXl5xkd6errlTqIZOKiYiIjIOhQLN+7u7oiJiUFKSopxmyRJSElJQVxcXK37DBw4EKdPn4YkScZtJ0+eROvWreHuXnvXjkajgVarNXnYA8O4Gy6eSUREZFmKdkvNnj0bH3/8MVavXo1jx45hxowZKCwsNN49NXXqVMyZM8dYfsaMGbh27RpmzZqFkydPYvPmzXjttdcwc+ZMpU6hyYLYckNERGQVit4KPmnSJFy5cgXz5s1DZmYmevfujS1bthgHGV+4cAFqdVX+ioiIwNatW/H000+jV69eaNOmDWbNmoXnnntOqVNoMi7BQEREZB0qIUSLuhdZp9PBz88PeXl5inZRvf79cSz76QweHBCF+WN7KFYPIiIiR9CYv98OdbeUM2G3FBERkXUw3CiEd0sRERFZB8ONQgJ9uAQDERGRNTDcKCTY27AyOAcUExERWRLDjUICq60v1cLGdBMREVkVw41CDAOKy/UCupIKhWtDRETkPBhuFOLh5gIvd3kZCQ4qJiIishyGGwVxIj8iIiLLY7hRkKFriutLERERWQ7DjYI41w0REZHlMdwoKMhHvh2cc90QERFZDsONgrgEAxERkeUx3Cgo0DjmhgOKiYiILIXhRkHGcMOWGyIiIotpUrhJT0/HxYsXja/37NmDp556CsuXL7dYxVqCIB92SxEREVlak8LN5MmTsWPHDgBAZmYm7rjjDuzZswcvvvgiXn75ZYtW0JkFGteXYrghIiKylCaFm8OHD6N///4AgK+//ho9e/bErl278MUXX2DVqlWWrJ9TC6rWLcX1pYiIiCyjSeGmvLwcGo3c6rB9+3aMHTsWANC1a1dcvnzZcrVzcoZuqbIKCYVleoVrQ0RE5ByaFG569OiBZcuW4ZdffsG2bdswcuRIAEBGRgaCgoIsWkFn5uXuCg83+RJc4yzFREREFtGkcPPGG2/go48+wtChQ3H//fcjOjoaAPDtt98au6uoYYIqx93kcH0pIiIii3Btyk5Dhw5FTk4OdDodAgICjNsfeeQReHl5WaxyLUGgtzsu5Raz5YaIiMhCmtRyU1xcjNLSUmOwSUtLw6JFi3DixAmEhIRYtILOjutLERERWVaTws24cePw2WefAQByc3MRGxuLt99+G+PHj8fSpUstWkFnF8SJ/IiIiCyqSeFm//79GDx4MABg/fr1CA0NRVpaGj777DO8//77Fq2gs6uayI9jboiIiCyhSeGmqKgIvr6+AIAffvgBEyZMgFqtxq233oq0tDSLVtDZGSbyY8sNERGRZTQp3HTs2BEbN25Eeno6tm7dihEjRgAAsrOzodVqLVpBZ8eVwYmIiCyrSeFm3rx5ePbZZxEVFYX+/fsjLi4OgNyK06dPH4tW0NlVrQzOcENERGQJTboV/N5778WgQYNw+fJl4xw3ADB8+HDcfffdFqtcSxDIxTOJiIgsqknhBgDCwsIQFhZmXB28bdu2nMCvCaruluKAYiIiIktoUreUJEl4+eWX4efnh8jISERGRsLf3x8LFy6EJEmWrqNTM3RLlZRLKCqrULg2REREjq9JLTcvvvgiVqxYgddffx0DBw4EAPz666+YP38+SkpK8Oqrr1q0ks7MR+MKd1c1yiokXC0og1dgkxvTiIiICE0MN6tXr8Ynn3xiXA0cAHr16oU2bdrg8ccfZ7hpBJVKhSBvd1zOK8G1wjJEBHL5CiIiouZoUrfUtWvX0LVr1xrbu3btimvXrjW7Ui0Nl2AgIiKynCaFm+joaCxevLjG9sWLF6NXr17NrlRLYwg3OQUcVExERNRcTeqWevPNNzF69Ghs377dOMdNamoq0tPT8d1331m0gi0BJ/IjIiKynCa13AwZMgQnT57E3XffjdzcXOTm5mLChAk4cuQI/vOf/1i6jk7PsAQDww0REVHzNfnWnPDw8BoDhw8dOoQVK1Zg+fLlza5YS2JYPJPrSxERETVfk1puyLLYLUVERGQ5DDd2wLi+FMMNERFRszHc2IEg4/pSvFuKiIiouRo15mbChAlm38/NzW1OXVosw4BirgxORETUfI0KN35+fvW+P3Xq1GZVqCUydEsVlelRUq6Hh5uLwjUiIiJyXI0KN59++qm16tGiaT1c4eaiQrle4GphGdr4eypdJSIiIofFMTd2QKVSIcCrctwNu6aIiIiaheHGTgT5VI674aBiIiKiZmG4sROc64aIiMgyGG7shHGuG3ZLERERNQvDjZ3gRH5ERESWwXBjJ6q6pTjmhoiIqDkYbuxEoA/H3BAREVkCw42dCGK3FBERkUUw3NgJw63gbLkhIiJqHoYbO2EYUMxJ/IiIiJqH4cZOGLql8ksrUFqhV7g2REREjovhxk5oPdzgolYBYNcUERFRczDc2Am1ump9KU7kR0RE1HR2EW6WLFmCqKgoeHh4IDY2Fnv27GnQfmvWrIFKpcL48eOtW0Eb4RIMREREzad4uFm7di1mz56NpKQk7N+/H9HR0UhISEB2drbZ/c6fP49nn30WgwcPtlFNrS+Q4YaIiKjZFA8377zzDh5++GFMmzYN3bt3x7Jly+Dl5YWVK1fWuY9er8eUKVOwYMECtG/f3oa1ta4gH851Q0RE1FyKhpuysjLs27cP8fHxxm1qtRrx8fFITU2tc7+XX34ZISEheOihh+r9jNLSUuh0OpOHveISDERERM2naLjJycmBXq9HaGioyfbQ0FBkZmbWus+vv/6KFStW4OOPP27QZyQnJ8PPz8/4iIiIaHa9rSXQW57IjwOKiYiImk7xbqnGyM/PxwMPPICPP/4YwcHBDdpnzpw5yMvLMz7S09OtXMumC2S3FBERUbO5KvnhwcHBcHFxQVZWlsn2rKwshIWF1Sh/5swZnD9/HmPGjDFukyQJAODq6ooTJ06gQ4cOJvtoNBpoNBor1N7yeLcUERFR8ynacuPu7o6YmBikpKQYt0mShJSUFMTFxdUo37VrV/z11184ePCg8TF27FgMGzYMBw8etOsup4bg3VJERETNp2jLDQDMnj0biYmJ6Nu3L/r3749FixahsLAQ06ZNAwBMnToVbdq0QXJyMjw8PNCzZ0+T/f39/QGgxnZHZFwZvIADiomIiJpK8XAzadIkXLlyBfPmzUNmZiZ69+6NLVu2GAcZX7hwAWq1Qw0NajLDyuC6kgqU6yW4ubSM8yYiIrIklRBCKF0JW9LpdPDz80NeXh60Wq3S1TEhSQIdX/wOkgD2vDAcIVoPpatERERkFxrz95tNA3ak+vpSObwdnIiIqEkYbuwMBxUTERE1D8ONnTGEm6ucpZiIiKhJGG7sjGF9KbbcEBERNQ3DjZ1htxQREVHzMNzYmSDD+lIMN0RERE3CcGNnjN1SvFuKiIioSRhu7AwHFBMRETUPw42dqQo3bLkhIiJqCoYbO2MYc8MBxURERE3DcGNnDC03uUXlqNBLCteGiIjI8TDc2JkALzeoVPLz60XlylaGiIjIATHc2BlXFzX8Pd0AsGuKiIioKRhu7JBxUHEB75giIiJqLIYbO8SJ/IiIiJqO4cYOcQkGIiKipmO4sUOBPpzrhoiIqKkYbuxQkLHlhmNuiIiIGovhxg4FsVuKiIioyRhu7FCgT+WAYi6eSURE1GgMN3YoiOtLERERNRnDjR3i3VJERERNx3BjhwwtN9eLyqCXhMK1ISIiciwMN3YooDLcCAHkFrH1hoiIqDEYbuyQm4saWg9XAOyaIiIiaiyGGzsV7MMlGIiIiJqC4cZOcVAxERFR0zDc2CmuDE5ERNQ0DDd2KojrSxERETUJw42dYrcUERFR0zDc2KlAbw4oJiIiagqGGztlXDyT60sRERE1CsONnTKMuWG3FBERUeMw3NipQC6eSURE1CQMN3YqqHLMzfWiMkhcX4qIiKjBGG7sVIC3GwBALwnkFZcrXBsiIiLHwXBjpzSuLvDVyOtLsWuKiIio4Rhu7FggBxUTERE1GsONHauayI9LMBARETUUw40dC+JEfkRERI3GcGPHOJEfERFR4zHc2LFALp5JRETUaAw3diyIE/kRERE1GsONHeOAYiIiosZjuLFjxiUYOOaGiIiowRhu7JjhbinOc0NERNRwDDd2zLAy+PWiMgjB9aWIiIgaguHGjhm6pcr1ArqSCoVrQ0RE5BgYbuyYh5sLvN1dAABXCziomIiIqCEYbuwc15ciIiJqHIYbOxfIJRiIiIgaheHGzhmXYGC4ISIiahCGG0u6chKw8F1NgQw3REREjcJwYym6DOCjwcCKEcC5Xyx2WMPt4JzIj4iIqGEYbizl0n4AKuDiHmD1XcBn44FL+5p92Kr1pXi3FBERUUMw3FhKt7uAWQeB/o8Aajfg7A7g49uBNVOA7GNNPmygM8xSXFEK/Pqu/JD0SteGiIicnF2EmyVLliAqKgoeHh6IjY3Fnj176iz78ccfY/DgwQgICEBAQADi4+PNlrcp3zDgzreAJ/cBvacAKjVw/H/Ah3HAN48A1842+pBBjr6+1OU/geVDge3z5cf6aXLYISIishLFw83atWsxe/ZsJCUlYf/+/YiOjkZCQgKys7NrLb9z507cf//92LFjB1JTUxEREYERI0bg0qVLNq65GQGRwPgPgcd3A93HARDAn2uBxf2A/z0tj89pIIcdUKyvAH5+C/h4GJB9FPAKAlzcgaObgC/+BpTmK11DIiJyUiqh8KJFsbGx6NevHxYvXgwAkCQJERERePLJJ/H888/Xu79er0dAQAAWL16MqVOn1ltep9PBz88PeXl50Gq1za5/g2QcAH58BTi9XX7t6gH0fxgY+DTgHWR21/RrRRj85g64u6hx4pWRUKlUNqhwM+WcAjY8BlzaK7/uehdw1yIg6zCw9u9AWQHQujfw9/8DvIOVrCkRETmIxvz9VrTlpqysDPv27UN8fLxxm1qtRnx8PFJTUxt0jKKiIpSXlyMwMLDW90tLS6HT6UweNhfeR/5D/uB3wE1xQEUJsOsD4L1oYEcyUFJ3nQx3S5XpJRSU2vn6UpIE7F4GLBssBxuNH3D3R8CkzwGfVkCHYUDif+VWnMsHgZUJQO4FpWtNRERORtFwk5OTA71ej9DQUJPtoaGhyMzMbNAxnnvuOYSHh5sEpOqSk5Ph5+dnfERERDS73k0WNRCY9j0w5f+AsF5AWT7w0+tyyPntfaC8uMYuXu6u8HST15ey666p3AvAf8YBW54DKoqB9kOBx3cB0fcB1Vub2twC/GMr4BcBXD0t3zrfjAHXREREN1J8zE1zvP7661izZg02bNgADw+PWsvMmTMHeXl5xkd6erqNa3kDlQroFA888hPwt9VAcGeg+BqwbS7wfh/gjxVAhWmIMYy7ybHHQcVCAAc+Bz4cAJz7GXD1BO78N/D3DYBf29r3Ce4EPPQD0KorkH8ZWDkSSLeTQeFEROTwFA03wcHBcHFxQVZWlsn2rKwshIWFmd333//+N15//XX88MMP6NWrV53lNBoNtFqtycMuqNVAj/HAjFRg3IeA303yH/rNs4El/YBDa4y3TQfZ6+KZBdnAmsnApplyK1Tb/sCM3+TxROp6frS04XIrVtv+QEkusHoscGqbTapNRETOTdFw4+7ujpiYGKSkpBi3SZKElJQUxMXF1bnfm2++iYULF2LLli3o27evLapqPS6uQJ8pwJN7gVFvAd4hwPXzwIZHgaUDgGP/RaCXGwDgmj1N5Hd0E/DhrcCJ7+R5fYYnAf/YAgR1aPgxvAKBqRuBjnfIXVlf3Qf8+bXVqkxERC2D4t1Ss2fPxscff4zVq1fj2LFjmDFjBgoLCzFt2jQAwNSpUzFnzhxj+TfeeANz587FypUrERUVhczMTGRmZqKgoECpU7AMVw0Q+4g8EWD8fMDDH7hyHFj7d7yc/SQGqf/C1QI7CDfF14H/exj4eipQdBUI7Qk8shMYPBtQuzT+eO7ewP1fATdPBKQK4JuHgd1LLV5tIiJqORS/FRwAFi9ejLfeeguZmZno3bs33n//fcTGxgIAhg4diqioKKxatQoAEBUVhbS0tBrHSEpKwvz58+v9LEVuBW+K4lwgdTGQ+iFQXggASPPpg8jhDwPtbgP8FRgYfXo7sOlJID9DnqBw0NPAkOcBV/fmH1uSgK0vAL9XBpvBzwK3v2Q6GJmIiFqsxvz9totwY0sOE24MCq7gzzXz0CX9a2hU1W4FD2wvh5x2Q4CowfKt1tZSWiAPeN67svKzO8i3eEf0s+znCAH88jbw40L5dcyDwOh3mtYiREREToXhxgyHCzcAvt6bjkXrf8TzIbsx1vckkLEfEJJpoZAeQPshcuCJHAB4+Fnmwy/slifku35Oft3/UbnbzN3LMsevzb5V8kzOQgK6jQEmfAK41X43HBERtQyN+fvtaqM6UTMEebsjA8FY7jYZYx8eDJTkAWm75Fuvz/0sz/ybfUR+7P4QULnIEwe2u01+3HQr4ObZuA8tLwF2vibPvwMBaNsC45fI89dYW8yDgGcg8H8PAcf+C3xxL3Dfl4CHY4RRIiJSFsONAzCuL2WY58bDD+gySn4AQMEV4PwvlWHnJ3mBzkt75cev78hrOkXEyl1Y7W6TJ9Jzcav7Ay8fAr55FLhSOble9GRg1OuWaw1qiO5jAc//A76aLJ/b6rvkyQ+t2f1GREROgd1SDuDC1SLc9tYOaFzVOL6wAetL5aZXteqc+0meP6c6dx+568owZie0pzwvjb4C+PVdedZkqQLwbgWMeQ/oOtp6J1efjIPA5/cARTnyOKMHNsoLkzoTIeTvt7nASUTUwnHMjRmOGG4KSivQM2krAODIggR4axrR4CaEvMzBuZ8qw84v8ozI1XkGyIOS8y7K43kAeazLXYvsY2HLq2eA/4yXl3jwCQMe+AYI7aF0rSxDdxlYPw3I/Eu+O6z/o/VPgEhE1AIx3JjhiOFGCIEuc7egrELCL/8ahojAZgzmlSR5jI6hVSdtl7xKt4HGD7jzLaDXRPu6DVt3Gfh8ApB9VO4em/y1PJbIkaXvkVdJL6g2Q3fkQGDcYrmVioiIjBhuzHDEcAMAA5JTkJFXgo0zB6J3hL/lDqwvBzIOAGd/kpdQ6P8o4NfGcse3pOLrwJf3Aem75TWsJq4GOicoXaum2bcK2PwsIJUDrbrJC4z+9KY8p5Gbl3xHWr8GLGNBRNRCNObvN//P6SACjetLWXiWYhc3IKI/MOSfwB0v22+wAeTuswc2AJ0SKpdruF9eg8uRVJQB/30K+O8sOdh0GwNM3wYMegp4PFUeB1VeBHz/L2D1GODaOaVrTETkcBhuHESgtwaAna4MbkvuXsB9XwC97gOEXl6DK3WJ0rVqmPwsObDs+xSASh5jM/E/gMZXfj8gEnhgk7yqups3kPYrsHQgsOdjuTuRiIgahOHGQQR52+nK4EpwcQPGLwXinpBfb30B2D5fHjxtry7uA5YPlbvUNFpg8lrgtn/WHNekVsurqs/4TR7kXV4IfPcs8NlYeUFVIiKqF8ONgzDMdZORW6xwTeyEWg2MeEUemwLIt7Cv/bt8Z5W9OfA58OlIeU2u4M7Awz/WP1YosB0w9Vt5pXg3L3munw8HsBWHiKgBGG4cRNcwuevi891p+Gb/RYVrYydUKnnxzrEfyLMyH/8fsKQ/8N0/5YkNlaYvl+uyaSagLwO6jAampwDBnRq2v1otrxQ/4zf5LipDK85/xgHXay4eS0REMoYbBzHhlraY1DcCkgCeWXcIa/+4oHSV7MctU4HHfgE6jZAnw9uzHHi/t3z3UVmhMnUquAJ8Nk6uCwAMnQNM+rxpS0gEtgcS/weMfEO+S+zcz8DSAcAfK+y7K46ISCG8FdyBSJJA0rdH8J/d8r/aF47rgQfiopStlL0594u8gnnGAfm1Tygw9Hmgz1TAxUarjWQcANb8HdBdBNx9gQkfWW6W56tngE1PABd2ya/bDZHnxfG/yTLHJyKyU5znxgxHDjeAPKHfK5uPYcWv8i3CL43uhumDOeGbCUkCjm4AUl6uGoQb3BkYniSHDGtOTnhojXybd0UJENRRXvCzVRfLfoYkAXs+ArYvkG+Jd/cBRiwEYqbZ18SLREQWxHBjhqOHG0AOOG9tPYEPd8qDZ/+Z0AUzh3VUuFZ2qKIM2LsS+PlNoOiqvC3iVnk+n5tiLftZ+gq5xWj3h/LrTgnAPR9bd7HRq2eAjY/Ld2ABQPth8vgj/wjrfSYRkUIYbsxwhnADyAHnvZRTWLT9FADg/w3vhKfjO9W/qGZLVKIDfntPng+novJus653yXdaNXRwrzmFV4H1D8pjYQD5Fu+hL9hmdmFJD/y+TG6lqiiRu8ESXgFuSWQrDhE5FYYbM5wl3Bh8uPM03txyAgDw2JAOeG5kFwacuugygJ3J8q3ZQpLvsIpJBIY8D/iGNu2Yl/8E1kwB8i7IE+/dvQzoPtay9W6InNPApseB9N/l1x2GA2PfB/za2r4uRERWwHBjhrOFGwBY8es5LPzfUQDAtIFRmHdXdwYcc7KPy5P+nfxefu3mDQx4AhjwZNVswQ3x13p5cG9FMRDQTh5fE9rdKlVuEEkvd4v9+IrciqPRAgmvAn0eYCsOETk8hhsznDHcAMB/dqdh7sbDAIApsTdh4bieUKv5B82stF3AD3OBS3vl196tgCHPATEPyrMg10XSy+Fo1/vy6w7DgXtXyGtf2YOcU8DGGcDFP+TXHeOBu97lHVVE5NAYbsxw1nADAF//kY7nvvkTQgAT+7ZF8oRecGHAMU8I4OgmIGUBcO2svC2wAzB8HtB9XM0Wj6JrwPp/AGd3yK8HPQ3cPhdQu9i23vWR9PIYox9fAfSlgEoNRA0CetwNdBsHeAcpXUMiokZhuDHDmcMNAGw8cAmzvz4ISQDje4fj33+LhqsL52qsl74c2LcK2Pk6UJQjb2vbT76zKnKA/DrrCLBmsnx7uZsXMG4J0HOCUjVumCsngM3PyMs3GKhcgPZDgB4TgG532U+LExGRGQw3Zjh7uAGAzX9exqw1B1AhCdx5cxjeu68P3BhwGqY0H9j1gfwoL5K3dR4FdBwObJsnb/O/SR5fE3azsnVtjOvngSMbgMPfAJl/Vm1XuwEdhslBp+ud1r11nYioGRhuzGgJ4QYAth3Nwswv9qNMLyG+WyiWTOkDjauddZ3Ys/xMuRVn/2eA0Fdtbz8UuPdTwCtQsao129UzwJFvgMMbgOwjVdtd3IGOd8itUZ1HAhof5epIRHQDhhszWkq4AYCdJ7Lx6H/2obRCwpDOrfDRAzHwcGPAaZQrJ+XxOCe3ALGPAfELbLeMgy1cOSG35hz5Bsg5WbXd1UNeq6vnBHlCQncv5epIRASGG7NaUrgBgN9O5+Ch1X+gpFzCgA5B+CSxL7zcneiPs63oy83fQeXohACyj1YFHcPgakC+Vb7LSHkwcsc7ADcP5epJRC0Ww40ZLS3cAMDvZ6/iH6v+QGGZHv2iArDywX7w9XDiP9TUPEIAlw/JIefIBiC32gr07r7y2JweE4AOtwOu7srVk4haFIYbM1piuAGA/ReuI3HlHuSXVKB3hD9W/6M//DwZcKgeQgCX9lcFHd2lqvc8/ORlLHpMACLjAHdv5epJRE6P4caMlhpuAOCvi3n4+4rfkVdcjp5ttPjPP2IR4M1/eVMDSRJwcY8cco5sBAoyq72pAgKigNAeQEh3eabm0J5AYHv7mwOouuLrQHkx4BNq3/UkIoYbc1pyuAGAoxk6PLDid1wtLEPXMF98Pj0WwT4apatFjkbSAxdS5TE6xzffEHSqcfUAWnUBQnrIgSekuxyAfEJtsySEvhzIS5dvha/tUZInl1O7yetw+UfIt/r7RwJ+huc3Ab6tnWsgObVMQgAluXJXs74C8A6WHw7S6spwY0ZLDzcAcCorH5M/+R1X8kvRMcQHX06PRYiWg0SpGQquyLeVZx2t+nrleNVcQTfyDDRt5QnpAYR0a/zt50LIrS/GwHLONLzkXZQXSTVH5WJ6u39dZfza1Aw9hjCkbePcA87JcZTmA9fT5ACTW/m1+utSXc193LzkkOMVLC9DYwg93q2qbQuqeq3QTQUMN2Yw3MjO5RRi8se7cTmvBFFBXvjy4VsR7u+pdLXImUiSHDayj5qGnmtn6g4c/pE1Q4//TUD+5TpaX9KA0jzz9XD1kLvManv4R8rz++Rfllt4ci/UfORdBKRy85+hUgO+4aaBx/8mOQh5+Mnvq13kryqXaq9VN7w29171fe1sUk5JAsoK5EdpAVCWL/+RLTVsy6/2XrUyale5Vcw3rOZXe25NqCiVW/1c3ABXT8BVY7vFacsKgdz0asHlfLWf1zQ57NfHu5X8c1+YIy/P0ljuvqYBqLZg5BsOhHRt/LHNYLgxg+GmSvq1Itz/8W5cvF6MtgGe+OrhWxERyPlMyMrKi+X5dbKPyktaGMJPXV1bDeETJoeVwHY1A0xzu8AkPVCQVUfwSZf/0DTlD0RzGcKOi5vcrebiKv/BssRztZv8WqWqCiMmASXfNKiUF1r+/DTayrBTS/AxfPUJa34rQnkJUHwNKLpa+bhW9bX4Wu3bygpuOIgKcPOUg7SbZ+VzT7lu1Z+7elZ730NuMXHzuOF5ZVlJAvIu1GyFKbxS/zl5BsrhOiCyqpvVP7IqdBvmrRJCPpfCK0DhVflrUU7l65zKh2Fb5aO+oG8Q1gt47Jf6yzUCw40ZDDemLuUWY8rHu3H+ahHCtB6YMbQDxvUOh78XBxqTjRVdqxZ2Kr9mH5P/5+vqaab15SZlJxmUJKAw2/Rf09VbgcqK5G4vIclBSUjya0mqel79PTjw/5JVLnLXokYLuPvIz41ffWu+lsrl2cDzM+XWM8PzsvyGf6aHfx3hJxSQKiqDSbXwYhJYrlknmFmbRiuHFZPwUhlm/CIADyv9bRNCbrEqzKkZgoyvK4NSSDfg3hUW/XiGGzMYbmrK0pVg8se7ceaK/Evu7qLGHd1DcW9MWwzuFMyFN0k5kiQPgPQMsF2zv9KEqBmETF5L1V7r5UHTUkXl13L5a0OeSxWAvqzatsrXhudSufw57t61B5PaXrt6WOY6leYD+VnVAk9tXy8DFSXN/yxADmVegYBXkPzwDKh6brI9sOq1Rit//8uL5XqUF8mtQBXF8jbj9uIGlDFsr/YcqOzirNbiYggzLXSxW4YbMxhuapdfUo71+y5i3d6LOHq5asBZqFaDu/u0xd/6tkWHVlxriIjshKEVoc7wkyl32RnCiGdgLYElUN7u4ddywrMDY7gxg+Gmfkcy8rBu70VsOngJ14uq+ldvuckff+sbgdG9WkPLGY6JiMiGGG7MYLhpuLIKCT8ez8K6vRex8+QV6CX5R8XDTY2RPcLwt74RiGsfBLVauX/xFJRW4GiGDiez8tE1zBcxkQFQ8V9gREROh+HGDIabpsnWlWDDgUtYt+8iTmdX3SnQxt8T99zSBvfGROCmIOsO6rxeWIYjGToczsjDkQwdjlzKw9kc08GA3VtrkTggEmOj28DTnTPOEhE5C4YbMxhumkcIgUMX87Bubzq+PZSB/JIK43ux7QLxt74RGNUzDN6a5s3mmp1fgiOXdDh8KQ+HM/Jw+JIOl3KLay0b7ueB9q18sDftGkrK5flT/L3cMKlvBP5+ayRvbycicgIMN2Yw3FhOSbkePxzNwrq96fj1dA4MP0ne7i648+bW+FvfCPSLMt9NJITApdxiY0vM4Qw50GTn1z5vSGSQF3qG+6FHG638NVyLoMrlI3KLyvD13nR8lpqGi9flIKRSAcO7hiJxQCQGdQxmlxURkYNiuDGD4cY6MnKL8c3+i1i/7yLOX62acj8qyAv3xrTFhFvaIkzrgbRrRcbWmCOX5C6m3KKak0KpVUCHVj7oEa5FzzZ+6BHuh+7h2gatZK6XBHYcz8bq1PP45VSOcXuHVt6YGheFe2LawqeZLUtERGRbDDdmMNxYlxACe9OuY93edGz+8zIKy+Q1e1QqwMvNxfi6Ole1Cp1DfdGzTVWQ6dbaF17uzQ8gp7ML8J/U81i/76Lxs300rrg3pi0eiIvk7e1ERA6C4cYMhhvbKSytwPeHM7Fubzp+P3cNAKBxVaNray16VrbI9Az3Q+cwH2hcrTv4N7+kHN/sv4TVqedx9krVIOTBnYKRGBeFYV1D4KLgXV9ERGQew40ZDDfKuJRbjMLSCrQP9lZ0xmMhBH49nYPVu9KQcjzLOE4oItATD9waiYl9I7j0BBGRHWK4MYPhhgzSrxXh891pWPNHOvKK5XE/Hm5qjO/dBokDotCtNX8+iIjsBcONGQw3dKPiMj02HbyEVbvO43hm1YJ9/aMCkTggCiN6hMKN62sRESmK4cYMhhuqixACf5y/jtWp57HlcKZxRuYwrQcmx96EgR2D0K211iIDnYmIqHEYbsxguKGGyMwrwZe/p+HLPReQU1Bm3K5SAe2DvSvv6jLMteMHPy+utUVEZE0MN2Yw3FBjlFbo8f1fmdh08BIOZ+hwpY7JBdsGeFaFncoJBkO0HjauLRGR82K4MYPhhpojW1ciz6ZcuSTEkct5SL9W+7IQwT6aykkItegRLt/2HhHoyVmSiYiagOHGDIYbsrS8onIcuSzPuHykclHPM1cKINXym+Xr4Yoe4ZVhpzL0KH17PBGRI2C4MYPhhmyhuEyPY5nyelmGlcxPZhagTC/VKOvhpkaXMC26t/ZF1zAtuobJXzmOh4ioCsONGQw3pJSyCgmnsvONi4QeydDh6GUdimpZkgKQVzvv2roy7LTWoluYL9qxlYeIWiiGGzMYbsie6CWB81cLcTRDh+OZOhy/nI/jmfm4lFv7OB53VzU6hfiga5gW3Vr7oltl+DGsjE5E5KwYbsxguCFHkFdcjhOZ+TieqcOxy/LXE5n5dbbytPLVoGtYVdjpGqZFhxBvq6/ZRURkKw4XbpYsWYK33noLmZmZiI6OxgcffID+/fvXWX7dunWYO3cuzp8/j06dOuGNN97AnXfe2aDPYrghRyVJAunXi4xh5/jlfJzIysf5q4Wo7bfYVa1Ch1Y+6NraFxEBXtB6usLP0w1aDzdojV9dofVwg6+HK7u7iMiuOVS4Wbt2LaZOnYply5YhNjYWixYtwrp163DixAmEhITUKL9r1y7cdtttSE5Oxl133YUvv/wSb7zxBvbv34+ePXvW+3kMN+RsCksrcDJL7s46flmHY5VfdSUVjTqOj8YVWg/XGsFH62kIQ6bvGYOShxs0bmq4qlVwUat4qzsRWYVDhZvY2Fj069cPixcvBgBIkoSIiAg8+eSTeP7552uUnzRpEgoLC/G///3PuO3WW29F7969sWzZsno/j+GGWgIhBC7nlRi7tbJ1JdCVVEBXXA5dSTl0xRXQlZQjr7i8zq6upnJzUcFVrYabiwpuLmq4Vnvt6iKHIMN2N7Uabq7V3ldXbq8s5+oib1dXBiaVClCrVFBVew4VoIIKapW8zfAcqsptUFWWhTF4qVWqyrJV+xiOX52hvMr4utp7N5ZRmW5HtX1VtdSx8r+qulSrq6raOVbfD8Zzqfa+SZ1urITJ0xrnU/Ocan4fTL4lN35/qm2oc59qn3tjueplVbV8UF3HbMp5NERd5VU1zsh8+cYev87yDfj+1vZ9M1++5veurvrdeN711b/6++6uaoT4WnYi08b8/VZ0kZyysjLs27cPc+bMMW5Tq9WIj49HampqrfukpqZi9uzZJtsSEhKwcePGWsuXlpaitLRqVlmdTtf8ihPZOZVKhXB/T4T7e+L2rqFmy5brJeTfEHzyjM9rhiF5W1X5knLphuMJlOv1qFxonYhaoFtu8sc3jw9U7PMVDTc5OTnQ6/UIDTX9n29oaCiOHz9e6z6ZmZm1ls/MzKy1fHJyMhYsWGCZChM5ITcXNQK93RHo7d6k/csqJJTpJVToDV8FKvQC5ZL8vFwvoUISqNBLKNcLVFRuN5aVKrfrJZRXlqu+f4VeggAgCQEhYHwOw3NJQAAQonI75JYrSQAClV8FAAhIkrxNLis/R2XbtaEJ29CYXfXa9P3aylQdQ5juI6o+z1BHIQz1NdSx6njGc6xWd4jqda461+r7Vf/M6vWosd2kTM3zuVFdx2zMsUSdL2p+z0231f7Z1b+3tdf5hmtT4/06ttexR93lG6fxfSSmP0s3fmZt52l6rWv5PtTys3xj+VqK31CutprW3OjuquwYPqdf3njOnDkmLT06nQ4REREK1ojIubi7qhX/HxkRUXWKhpvg4GC4uLggKyvLZHtWVhbCwsJq3ScsLKxR5TUaDTQazgFCRETUUij6zy13d3fExMQgJSXFuE2SJKSkpCAuLq7WfeLi4kzKA8C2bdvqLE9EREQti+LdUrNnz0ZiYiL69u2L/v37Y9GiRSgsLMS0adMAAFOnTkWbNm2QnJwMAJg1axaGDBmCt99+G6NHj8aaNWuwd+9eLF++XMnTICIiIjuheLiZNGkSrly5gnnz5iEzMxO9e/fGli1bjIOGL1y4ALW6qoFpwIAB+PLLL/HSSy/hhRdeQKdOnbBx48YGzXFDREREzk/xeW5sjfPcEBEROZ7G/P3mLQ5ERETkVBhuiIiIyKkw3BAREZFTYbghIiIip8JwQ0RERE6F4YaIiIicCsMNERERORWGGyIiInIqDDdERETkVBRffsHWDBMy63Q6hWtCREREDWX4u92QhRVaXLjJz88HAERERChcEyIiImqs/Px8+Pn5mS3T4taWkiQJGRkZ8PX1hUqlsuixdTodIiIikJ6e7vTrVvFcnVdLOl+eq/NqSefbUs5VCIH8/HyEh4ebLKhdmxbXcqNWq9G2bVurfoZWq3XqH7DqeK7OqyWdL8/VebWk820J51pfi40BBxQTERGRU2G4ISIiIqfCcGNBGo0GSUlJ0Gg0SlfF6niuzqslnS/P1Xm1pPNtSefaUC1uQDERERE5N7bcEBERkVNhuCEiIiKnwnBDREREToXhhoiIiJwKw00jLVmyBFFRUfDw8EBsbCz27Nljtvy6devQtWtXeHh44Oabb8Z3331no5o2XXJyMvr16wdfX1+EhIRg/PjxOHHihNl9Vq1aBZVKZfLw8PCwUY2bZ/78+TXq3rVrV7P7OOJ1BYCoqKga56pSqTBz5sxayzvSdf35558xZswYhIeHQ6VSYePGjSbvCyEwb948tG7dGp6enoiPj8epU6fqPW5jf+dtxdz5lpeX47nnnsPNN98Mb29vhIeHY+rUqcjIyDB7zKb8LthCfdf2wQcfrFHvkSNH1ntce7y29Z1rbb+/KpUKb731Vp3HtNfrak0MN42wdu1azJ49G0lJSdi/fz+io6ORkJCA7OzsWsvv2rUL999/Px566CEcOHAA48ePx/jx43H48GEb17xxfvrpJ8ycORO7d+/Gtm3bUF5ejhEjRqCwsNDsflqtFpcvXzY+0tLSbFTj5uvRo4dJ3X/99dc6yzrqdQWAP/74w+Q8t23bBgD429/+Vuc+jnJdCwsLER0djSVLltT6/ptvvon3338fy5Ytw++//w5vb28kJCSgpKSkzmM29nfelsydb1FREfbv34+5c+di//79+Oabb3DixAmMHTu23uM25nfBVuq7tgAwcuRIk3p/9dVXZo9pr9e2vnOtfo6XL1/GypUroVKpcM8995g9rj1eV6sS1GD9+/cXM2fONL7W6/UiPDxcJCcn11p+4sSJYvTo0SbbYmNjxaOPPmrVelpadna2ACB++umnOst8+umnws/Pz3aVsqCkpCQRHR3d4PLOcl2FEGLWrFmiQ4cOQpKkWt931OsKQGzYsMH4WpIkERYWJt566y3jttzcXKHRaMRXX31V53Ea+zuvlBvPtzZ79uwRAERaWlqdZRr7u6CE2s41MTFRjBs3rlHHcYRr25DrOm7cOHH77bebLeMI19XS2HLTQGVlZdi3bx/i4+ON29RqNeLj45GamlrrPqmpqSblASAhIaHO8vYqLy8PABAYGGi2XEFBASIjIxEREYFx48bhyJEjtqieRZw6dQrh4eFo3749pkyZggsXLtRZ1lmua1lZGT7//HP84x//MLuIrCNfV4Nz584hMzPT5Lr5+fkhNja2zuvWlN95e5aXlweVSgV/f3+z5Rrzu2BPdu7ciZCQEHTp0gUzZszA1atX6yzrLNc2KysLmzdvxkMPPVRvWUe9rk3FcNNAOTk50Ov1CA0NNdkeGhqKzMzMWvfJzMxsVHl7JEkSnnrqKQwcOBA9e/ass1yXLl2wcuVKbNq0CZ9//jkkScKAAQNw8eJFG9a2aWJjY7Fq1Sps2bIFS5cuxblz5zB48GDk5+fXWt4ZrisAbNy4Ebm5uXjwwQfrLOPI17U6w7VpzHVryu+8vSopKcFzzz2H+++/3+zCio39XbAXI0eOxGeffYaUlBS88cYb+OmnnzBq1Cjo9fpayzvLtV29ejV8fX0xYcIEs+Uc9bo2R4tbFZwaZ+bMmTh8+HC9/bNxcXGIi4szvh4wYAC6deuGjz76CAsXLrR2NZtl1KhRxue9evVCbGwsIiMj8fXXXzfoX0SOasWKFRg1ahTCw8PrLOPI15Vk5eXlmDhxIoQQWLp0qdmyjvq7cN999xmf33zzzejVqxc6dOiAnTt3Yvjw4QrWzLpWrlyJKVOm1DvI31Gva3Ow5aaBgoOD4eLigqysLJPtWVlZCAsLq3WfsLCwRpW3N0888QT+97//YceOHWjbtm2j9nVzc0OfPn1w+vRpK9XOevz9/dG5c+c66+7o1xUA0tLSsH37dkyfPr1R+znqdTVcm8Zct6b8ztsbQ7BJS0vDtm3bzLba1Ka+3wV71b59ewQHB9dZb2e4tr/88gtOnDjR6N9hwHGva2Mw3DSQu7s7YmJikJKSYtwmSRJSUlJM/mVbXVxcnEl5ANi2bVud5e2FEAJPPPEENmzYgB9//BHt2rVr9DH0ej3++usvtG7d2go1tK6CggKcOXOmzro76nWt7tNPP0VISAhGjx7dqP0c9bq2a9cOYWFhJtdNp9Ph999/r/O6NeV33p4Ygs2pU6ewfft2BAUFNfoY9f0u2KuLFy/i6tWrddbb0a8tILe8xsTEIDo6utH7Oup1bRSlRzQ7kjVr1giNRiNWrVoljh49Kh555BHh7+8vMjMzhRBCPPDAA+L55583lv/tt9+Eq6ur+Pe//y2OHTsmkpKShJubm/jrr7+UOoUGmTFjhvDz8xM7d+4Uly9fNj6KioqMZW481wULFoitW7eKM2fOiH379on77rtPeHh4iCNHjihxCo3yzDPPiJ07d4pz586J3377TcTHx4vg4GCRnZ0thHCe62qg1+vFTTfdJJ577rka7znydc3PzxcHDhwQBw4cEADEO++8Iw4cOGC8O+j1118X/v7+YtOmTeLPP/8U48aNE+3atRPFxcXGY9x+++3igw8+ML6u73deSebOt6ysTIwdO1a0bdtWHDx40OT3uLS01HiMG8+3vt8FpZg71/z8fPHss8+K1NRUce7cObF9+3Zxyy23iE6dOomSkhLjMRzl2tb3cyyEEHl5ecLLy0ssXbq01mM4ynW1JoabRvrggw/ETTfdJNzd3UX//v3F7t27je8NGTJEJCYmmpT/+uuvRefOnYW7u7vo0aOH2Lx5s41r3HgAan18+umnxjI3nutTTz1l/L6EhoaKO++8U+zfv9/2lW+CSZMmidatWwt3d3fRpk0bMWnSJHH69Gnj+85yXQ22bt0qAIgTJ07UeM+Rr+uOHTtq/bk1nI8kSWLu3LkiNDRUaDQaMXz48Brfg8jISJGUlGSyzdzvvJLMne+5c+fq/D3esWOH8Rg3nm99vwtKMXeuRUVFYsSIEaJVq1bCzc1NREZGiocffrhGSHGUa1vfz7EQQnz00UfC09NT5Obm1noMR7mu1qQSQgirNg0RERER2RDH3BAREZFTYbghIiIip8JwQ0RERE6F4YaIiIicCsMNERERORWGGyIiInIqDDdERETkVBhuiKjFU6lU2Lhxo9LVICILYbghIkU9+OCDUKlUNR4jR45UumpE5KBcla4AEdHIkSPx6aefmmzTaDQK1YaIHB1bbohIcRqNBmFhYSaPgIAAAHKX0dKlSzFq1Ch4enqiffv2WL9+vcn+f/31F26//XZ4enoiKCgIjzzyCAoKCkzKrFy5Ej169IBGo0Hr1q3xxBNPmLyfk5ODu+++G15eXujUqRO+/fZb6540EVkNww0R2b25c+finnvuwaFDhzBlyhTcd999OHbsGACgsLAQCQkJCAgIwB9//IF169Zh+/btJuFl6dKlmDlzJh555BH89ddf+Pbbb9GxY0eTz1iwYAEmTpyIP//8E3feeSemTJmCa9eu2fQ8ichClF65k4hatsTEROHi4iK8vb1NHq+++qoQQl6l/rHHHjPZJzY2VsyYMUMIIcTy5ctFQECAKCgoML6/efNmoVarjStDh4eHixdffLHOOgAQL730kvF1QUGBACC+//57i50nEdkOx9wQkeKGDRuGpUuXmmwLDAw0Po+LizN5Ly4uDgcPHgQAHDt2DNHR0fD29ja+P3DgQEiShBMnTkClUiEjIwPDhw83W4devXoZn3t7e0Or1SI7O7upp0RECmK4ISLFeXt71+gmshRPT88GlXNzczN5rVKpIEmSNapERFbGMTdEZPd2795d43W3bt0AAN26dcOhQ4dQWFhofP+3336DWq1Gly5d4Ovri6ioKKSkpNi0zkSkHLbcEJHiSktLkZmZabLN1dUVwcHBAIB169ahb9++GDRoEL744gvs2bMHK1asAABMmTIFSUlJSExMxPz583HlyhU8+eSTeOCBBxAaGgoAmD9/Ph577DGEhIRg1KhRyM/Px2+//YYnn3zStidKRDbBcENEituyZQtat25tsq1Lly44fvw4APlOpjVr1uDxxx9H69at8dVXX6F79+4AAC8vL2zduhWzZs1Cv3794OXlhXvuuQfvvPOO8ViJiYkoKSnBu+++i2effRbBwcG49957bXeCRGRTKiGEULoSRER1UalU2LBhA8aPH690VYjIQXDMDRERETkVhhsiIiJyKhxzQ0R2jT3nRNRYbLkhIiIip8JwQ0RERE6F4YaIiIicCsMNERERORWGGyIiInIqDDdERETkVBhuiIiIyKkw3BAREZFTYbghIiIip/L/AfQ/IkvBl+LDAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":36,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:41.395759Z","iopub.status.busy":"2024-06-02T19:33:41.395461Z","iopub.status.idle":"2024-06-02T19:33:41.599187Z","shell.execute_reply":"2024-06-02T19:33:41.598230Z","shell.execute_reply.started":"2024-06-02T19:33:41.395733Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### Inception"]},{"cell_type":"code","execution_count":37,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:41.601573Z","iopub.status.busy":"2024-06-02T19:33:41.601309Z","iopub.status.idle":"2024-06-02T19:33:44.582677Z","shell.execute_reply":"2024-06-02T19:33:44.581804Z","shell.execute_reply.started":"2024-06-02T19:33:41.601551Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m87910968/87910968\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_23\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_23\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_5       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_4 (Conv2D)   โ”‚ (None, 111, 111,  โ”‚        864 โ”‚ input_layer_5[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 111, 111,  โ”‚         96 โ”‚ conv2d_4[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation          โ”‚ (None, 111, 111,  โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_5 (Conv2D)   โ”‚ (None, 109, 109,  โ”‚      9,216 โ”‚ activation[0][0]  โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 109, 109,  โ”‚         96 โ”‚ conv2d_5[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_1        โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_6 (Conv2D)   โ”‚ (None, 109, 109,  โ”‚     18,432 โ”‚ activation_1[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 109, 109,  โ”‚        192 โ”‚ conv2d_6[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_2        โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d       โ”‚ (None, 54, 54,    โ”‚          0 โ”‚ activation_2[0][โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_7 (Conv2D)   โ”‚ (None, 54, 54,    โ”‚      5,120 โ”‚ max_pooling2d[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 54, 54,    โ”‚        240 โ”‚ conv2d_7[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_3        โ”‚ (None, 54, 54,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_8 (Conv2D)   โ”‚ (None, 52, 52,    โ”‚    138,240 โ”‚ activation_3[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 52, 52,    โ”‚        576 โ”‚ conv2d_8[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_4        โ”‚ (None, 52, 52,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_1     โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_4[0][โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_12 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     12,288 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_12[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_8        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_10 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚      9,216 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_13 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_8[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        144 โ”‚ conv2d_10[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_13[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_6        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_9        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d   โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_9 (Conv2D)   โ”‚ (None, 25, 25,    โ”‚     12,288 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_11 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     76,800 โ”‚ activation_6[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_14 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     82,944 โ”‚ activation_9[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_15 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚      6,144 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_9[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_11[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_14[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚         96 โ”‚ conv2d_15[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_5        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_7        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_10       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_11       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed0              โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_5[0][โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 256)              โ”‚            โ”‚ activation_7[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_10[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_11[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_19 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     16,384 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_19[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_15       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_17 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     12,288 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_20 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_15[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        144 โ”‚ conv2d_17[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_20[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_13       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_16       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_1 โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_16 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     16,384 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_18 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     76,800 โ”‚ activation_13[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_21 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     82,944 โ”‚ activation_16[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_22 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     16,384 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_16[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_18[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_21[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_22[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_12       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_14       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_17       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_18       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed1              โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_12[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ activation_14[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_17[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_18[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_26 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_26[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_22       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_24 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     13,824 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_27 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_22[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        144 โ”‚ conv2d_24[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_27[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_20       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_23       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_2 โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_23 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_25 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     76,800 โ”‚ activation_20[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_28 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     82,944 โ”‚ activation_23[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_29 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_23[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_25[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_28[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_29[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_19       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_21       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_24       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_25       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed2              โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_19[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ activation_21[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_24[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_25[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_31 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ mixed2[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_31[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_27       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_32 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_27[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_32[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_28       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_30 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    995,328 โ”‚ mixed2[0][0]      โ”‚\n","โ”‚                     โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_33 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚     82,944 โ”‚ activation_28[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚      1,152 โ”‚ conv2d_30[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        288 โ”‚ conv2d_33[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_26       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_29       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_2     โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed2[0][0]      โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed3              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_26[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_29[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ max_pooling2d_2[โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_38 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚     98,304 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_38[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_34       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_39 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_34[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_39[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_35       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_35 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚     98,304 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_40 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_35[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_35[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_40[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_31       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_36       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_36 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_31[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_41 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_36[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_36[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_41[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_32       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_37       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_3 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_34 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_37 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    172,032 โ”‚ activation_32[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_42 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    172,032 โ”‚ activation_37[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_43 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_34[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_37[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_42[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_43[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_30       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_33       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_38       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_39       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed4              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_30[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_33[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_38[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_39[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_48 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_48[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_44       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_49 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_44[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_49[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_45       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_45 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_50 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_45[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_45[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_50[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_41       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_46       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_46 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_41[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_51 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_46[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_46[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_51[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_42       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_47       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_4 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_44 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_47 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_42[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_52 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_47[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_53 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_44[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_47[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_52[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_53[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_40       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_43       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_48       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_49       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed5              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_40[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_43[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_48[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_49[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_58 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_58[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_54       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_59 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_54[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_59[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_55       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_55 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_60 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_55[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_55[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_60[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_51       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_56       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_56 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_51[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_61 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_56[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_56[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_61[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_52       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_57       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_5 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_54 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_57 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_52[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_62 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_57[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_63 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_54[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_57[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_62[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_63[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_50       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_53       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_58       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_59       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed6              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_50[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_53[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_58[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_59[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_68 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_68[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_64       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_69 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_64[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_69[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_65       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_65 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_70 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_65[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_65[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_70[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_61       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_66       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_66 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_61[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_71 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_66[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_66[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_71[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_62       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_67       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_6 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_64 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_67 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_62[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_72 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_67[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_73 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_64[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_67[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_72[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_73[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_60       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_63       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_68       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_69       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed7              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_60[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_63[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_68[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_69[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_76 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed7[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_76[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_72       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_77 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_72[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_77[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_73       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_74 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed7[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_78 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_73[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_74[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_78[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_70       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_74       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_75 (Conv2D)  โ”‚ (None, 5, 5, 320) โ”‚    552,960 โ”‚ activation_70[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_79 (Conv2D)  โ”‚ (None, 5, 5, 192) โ”‚    331,776 โ”‚ activation_74[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 320) โ”‚        960 โ”‚ conv2d_75[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 192) โ”‚        576 โ”‚ conv2d_79[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_71       โ”‚ (None, 5, 5, 320) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_75       โ”‚ (None, 5, 5, 192) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_3     โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ mixed7[0][0]      โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed8              โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ activation_71[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 1280)             โ”‚            โ”‚ activation_75[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ max_pooling2d_3[โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_84 (Conv2D)  โ”‚ (None, 5, 5, 448) โ”‚    573,440 โ”‚ mixed8[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 448) โ”‚      1,344 โ”‚ conv2d_84[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_80       โ”‚ (None, 5, 5, 448) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_81 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    491,520 โ”‚ mixed8[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_85 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚  1,548,288 โ”‚ activation_80[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_81[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_85[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_77       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_81       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_82 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_77[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_83 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_77[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_86 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_81[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_87 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_81[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_7 โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ mixed8[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 1280)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_80 (Conv2D)  โ”‚ (None, 5, 5, 320) โ”‚    409,600 โ”‚ mixed8[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_82[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_83[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_86[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_87[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_88 (Conv2D)  โ”‚ (None, 5, 5, 192) โ”‚    245,760 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 320) โ”‚        960 โ”‚ conv2d_80[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_78       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_79       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_82       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_83       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 192) โ”‚        576 โ”‚ conv2d_88[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_76       โ”‚ (None, 5, 5, 320) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_0            โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_78[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_79[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate         โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_82[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_83[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_84       โ”‚ (None, 5, 5, 192) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9              โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ activation_76[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 2048)             โ”‚            โ”‚ mixed9_0[0][0],   โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ concatenate[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_84[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_93 (Conv2D)  โ”‚ (None, 5, 5, 448) โ”‚    917,504 โ”‚ mixed9[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 448) โ”‚      1,344 โ”‚ conv2d_93[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_89       โ”‚ (None, 5, 5, 448) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_90 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    786,432 โ”‚ mixed9[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_94 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚  1,548,288 โ”‚ activation_89[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_90[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_94[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_86       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_90       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_91 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_86[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_92 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_86[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_95 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_90[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_96 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_90[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_8 โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ mixed9[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_89 (Conv2D)  โ”‚ (None, 5, 5, 320) โ”‚    655,360 โ”‚ mixed9[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_91[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_92[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_95[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_96[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_97 (Conv2D)  โ”‚ (None, 5, 5, 192) โ”‚    393,216 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 320) โ”‚        960 โ”‚ conv2d_89[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_87       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_88       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_91       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_92       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 192) โ”‚        576 โ”‚ conv2d_97[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_85       โ”‚ (None, 5, 5, 320) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_1            โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_87[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_88[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate_1       โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_91[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_92[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_93       โ”‚ (None, 5, 5, 192) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed10             โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ activation_85[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 2048)             โ”‚            โ”‚ mixed9_1[0][0],   โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ concatenate_1[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_93[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 2048)      โ”‚          0 โ”‚ mixed10[0][0]     โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_10 (Dense)    โ”‚ (None, 1024)      โ”‚  2,098,176 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_11 (Dense)    โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_10[0][0]    โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m864\u001b[0m โ”‚ input_layer_5[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m96\u001b[0m โ”‚ conv2d_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ activation[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m96\u001b[0m โ”‚ conv2d_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m5,120\u001b[0m โ”‚ max_pooling2d[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m240\u001b[0m โ”‚ conv2d_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, โ”‚ \u001b[38;5;34m138,240\u001b[0m โ”‚ activation_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_12 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_8 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m144\u001b[0m โ”‚ conv2d_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_9 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_11 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ activation_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m6,144\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m96\u001b[0m โ”‚ conv2d_15[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_7 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_10 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_11 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed0 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ activation_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_10[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_11[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_19 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_19[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_15 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_17 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_20 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_15[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m144\u001b[0m โ”‚ conv2d_17[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_20[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_13 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_16 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ activation_13[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_21 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_16[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_22 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_16[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_18[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_21[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_22[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_12 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_14 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_17 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_18 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_12[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ activation_14[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_17[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_18[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_26 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_26[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_22 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_24 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_27 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_22[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m144\u001b[0m โ”‚ conv2d_24[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_27[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_20 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_23 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_23 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_25 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ activation_20[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_28 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_23[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_29 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_23[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_25[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_28[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_29[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_19 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_21 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_24 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_25 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_19[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ activation_21[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_24[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_25[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_31 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_31[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_27 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_32 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_27[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_32[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_28 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_30 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m995,328\u001b[0m โ”‚ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_33 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_28[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_30[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_33[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_26 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_29 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_26[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_29[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ max_pooling2d_2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_38 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m98,304\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_38[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_34 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_39 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_34[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_39[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_35 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_35 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m98,304\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_40 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_35[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_35[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_40[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_31 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_36 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_36 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_31[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_41 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_36[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_36[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_41[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_32 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_37 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_34 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_37 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m172,032\u001b[0m โ”‚ activation_32[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_42 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m172,032\u001b[0m โ”‚ activation_37[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_43 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_34[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_37[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_42[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_43[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_30 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_33 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_38 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_39 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_30[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_33[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_38[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_39[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_48 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_48[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_44 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_49 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_44[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_49[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_45 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_45 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_50 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_45[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_45[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_50[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_41 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_46 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_46 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_41[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_51 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_46[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_46[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_51[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_42 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_47 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_44 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_47 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_42[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_52 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_47[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_53 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_44[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_47[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_52[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_53[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_40 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_43 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_48 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_49 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_40[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_43[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_48[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_49[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_58 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_58[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_54 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_59 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_54[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_59[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_55 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_55 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_60 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_55[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_55[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_60[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_51 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_56 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_56 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_51[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_61 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_56[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_56[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_61[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_52 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_57 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_54 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_57 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_52[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_62 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_57[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_63 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_54[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_57[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_62[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_63[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_50 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_53 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_58 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_59 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_50[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_53[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_58[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_59[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_68 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_68[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_64 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_69 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_64[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_69[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_65 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_65 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_70 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_65[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_65[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_70[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_61 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_66 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_66 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_61[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_71 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_66[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_66[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_71[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_62 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_67 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_64 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_67 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_62[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_72 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_67[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_73 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_64[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_67[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_72[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_73[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_60 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_63 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_68 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_69 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed7 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_60[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_63[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_68[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_69[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_76 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_76[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_72 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_77 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_72[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_77[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_73 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_74 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_78 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_73[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_74[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_78[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_70 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_74 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_75 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m552,960\u001b[0m โ”‚ activation_70[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_79 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m331,776\u001b[0m โ”‚ activation_74[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m โ”‚ conv2d_75[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_79[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_71 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_75 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed8 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_71[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m1280\u001b[0m) โ”‚ โ”‚ activation_75[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ max_pooling2d_3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_84 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m573,440\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m1,344\u001b[0m โ”‚ conv2d_84[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_80 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_81 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m491,520\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_85 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,548,288\u001b[0m โ”‚ activation_80[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_81[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_85[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_77 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_81 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_82 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_77[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_83 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_77[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_86 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_81[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_87 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_81[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_7 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m1280\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_80 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m409,600\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_82[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_83[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_86[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_87[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_88 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m245,760\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m โ”‚ conv2d_80[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_78 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_79 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_82 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_83 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_88[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_76 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_0 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_78[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_79[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_82[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_83[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_84 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_76[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ mixed9_0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_84[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_93 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m917,504\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m1,344\u001b[0m โ”‚ conv2d_93[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_89 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_90 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m786,432\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_94 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,548,288\u001b[0m โ”‚ activation_89[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_90[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_94[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_86 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_90 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_91 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_86[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_92 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_86[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_95 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_90[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_96 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_90[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_8 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_89 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m655,360\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_91[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_92[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_95[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_96[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_97 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m393,216\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m โ”‚ conv2d_89[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_87 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_88 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_91 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_92 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_97[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_85 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_87[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_88[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_91[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_92[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_93 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed10 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_85[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ mixed9_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ concatenate_1[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_93[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_10 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m2,098,176\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_11 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 23,905,060 (91.19 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m23,905,060\u001b[0m (91.19 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 2,102,276 (8.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,102,276\u001b[0m (8.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 21,802,784 (83.17 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m21,802,784\u001b[0m (83.17 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import InceptionV3\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","inception_model = InceptionV3(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=inception_model.input, outputs=inception_model.get_layer('mixed10').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":38,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:44.583955Z","iopub.status.busy":"2024-06-02T19:33:44.583696Z","iopub.status.idle":"2024-06-02T19:35:21.220635Z","shell.execute_reply":"2024-06-02T19:35:21.219714Z","shell.execute_reply.started":"2024-06-02T19:33:44.583932Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 151ms/step - accuracy: 0.4489 - loss: 4.1385\n","Epoch 1: val_accuracy improved from -inf to 0.74359, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m56s\u001b[0m 360ms/step - accuracy: 0.4504 - loss: 4.1362 - val_accuracy: 0.7436 - val_loss: 3.4895 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 14ms/step - accuracy: 0.7611 - loss: 3.1480\n","Epoch 2: val_accuracy improved from 0.74359 to 0.75000, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 29ms/step - accuracy: 0.7610 - loss: 3.1499 - val_accuracy: 0.7500 - val_loss: 3.5080 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8151 - loss: 2.7729\n","Epoch 3: val_accuracy improved from 0.75000 to 0.75321, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.8137 - loss: 2.7930 - val_accuracy: 0.7532 - val_loss: 3.4098 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8011 - loss: 2.4720\n","Epoch 4: val_accuracy improved from 0.75321 to 0.90064, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.8021 - loss: 2.4486 - val_accuracy: 0.9006 - val_loss: 0.2559 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9339 - loss: 0.1636\n","Epoch 5: val_accuracy improved from 0.90064 to 0.90705, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.9341 - loss: 0.1633 - val_accuracy: 0.9071 - val_loss: 0.2513 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9752 - loss: 0.0723\n","Epoch 6: val_accuracy improved from 0.90705 to 0.92308, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.9750 - loss: 0.0727 - val_accuracy: 0.9231 - val_loss: 0.2015 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9724 - loss: 0.0657\n","Epoch 7: val_accuracy did not improve from 0.92308\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 0.9724 - loss: 0.0656 - val_accuracy: 0.9167 - val_loss: 0.2433 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9693 - loss: 0.0675\n","Epoch 8: val_accuracy improved from 0.92308 to 0.93590, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.9694 - loss: 0.0686 - val_accuracy: 0.9359 - val_loss: 0.1906 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9734 - loss: 0.0495\n","Epoch 9: val_accuracy did not improve from 0.93590\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 0.9734 - loss: 0.0497 - val_accuracy: 0.9071 - val_loss: 0.3053 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9846 - loss: 0.0386\n","Epoch 10: val_accuracy improved from 0.93590 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 29ms/step - accuracy: 0.9847 - loss: 0.0385 - val_accuracy: 0.9487 - val_loss: 0.1989 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0106\n","Epoch 11: val_accuracy did not improve from 0.94872\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0106 - val_accuracy: 0.9295 - val_loss: 0.2147 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0046\n","Epoch 12: val_accuracy improved from 0.94872 to 0.95833, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 1.0000 - loss: 0.0046 - val_accuracy: 0.9583 - val_loss: 0.1570 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0026\n","Epoch 13: val_accuracy did not improve from 0.95833\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0026 - val_accuracy: 0.9359 - val_loss: 0.1815 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 14ms/step - accuracy: 1.0000 - loss: 0.0051\n","Epoch 14: val_accuracy improved from 0.95833 to 0.96474, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 1.0000 - loss: 0.0051 - val_accuracy: 0.9647 - val_loss: 0.1521 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0029\n","Epoch 15: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0029 - val_accuracy: 0.9647 - val_loss: 0.1487 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0015\n","Epoch 16: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0015 - val_accuracy: 0.9647 - val_loss: 0.1475 - learning_rate: 0.0010\n","Epoch 17/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0011\n","Epoch 17: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0011 - val_accuracy: 0.9583 - val_loss: 0.1528 - learning_rate: 0.0010\n","Epoch 18/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 12ms/step - accuracy: 1.0000 - loss: 0.0012\n","Epoch 18: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0012 - val_accuracy: 0.9583 - val_loss: 0.1432 - learning_rate: 0.0010\n","Epoch 19/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 12ms/step - accuracy: 1.0000 - loss: 0.0012\n","Epoch 19: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0012 - val_accuracy: 0.9583 - val_loss: 0.1547 - learning_rate: 0.0010\n","Epoch 20/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0011\n","Epoch 20: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0011 - val_accuracy: 0.9519 - val_loss: 0.1727 - learning_rate: 0.0010\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":39,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:21.222659Z","iopub.status.busy":"2024-06-02T19:35:21.222385Z","iopub.status.idle":"2024-06-02T19:35:21.460012Z","shell.execute_reply":"2024-06-02T19:35:21.459030Z","shell.execute_reply.started":"2024-06-02T19:35:21.222636Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":40,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:21.461560Z","iopub.status.busy":"2024-06-02T19:35:21.461268Z","iopub.status.idle":"2024-06-02T19:35:21.755211Z","shell.execute_reply":"2024-06-02T19:35:21.754277Z","shell.execute_reply.started":"2024-06-02T19:35:21.461534Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### EfficientNetB7"]},{"cell_type":"code","execution_count":41,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:21.756939Z","iopub.status.busy":"2024-06-02T19:35:21.756576Z","iopub.status.idle":"2024-06-02T19:35:30.644926Z","shell.execute_reply":"2024-06-02T19:35:30.644140Z","shell.execute_reply.started":"2024-06-02T19:35:21.756905Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/keras-applications/efficientnetb7_notop.h5\n","\u001b[1m258076736/258076736\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_27\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_27\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_6       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_2         โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ input_layer_6[0]โ€ฆ โ”‚\n","โ”‚ (Rescaling)         โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ normalization       โ”‚ (None, 224, 224,  โ”‚          7 โ”‚ rescaling_2[0][0] โ”‚\n","โ”‚ (Normalization)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_3         โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ normalization[0]โ€ฆ โ”‚\n","โ”‚ (Rescaling)         โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv_pad       โ”‚ (None, 225, 225,  โ”‚          0 โ”‚ rescaling_3[0][0] โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv (Conv2D)  โ”‚ (None, 112, 112,  โ”‚      1,728 โ”‚ stem_conv_pad[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_bn             โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ stem_conv[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_activation     โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ stem_bn[0][0]     โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_dwconv      โ”‚ (None, 112, 112,  โ”‚        576 โ”‚ stem_activation[โ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_bn          โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ block1a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_squeeze  โ”‚ (None, 64)        โ”‚          0 โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reshape  โ”‚ (None, 1, 1, 64)  โ”‚          0 โ”‚ block1a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reduce   โ”‚ (None, 1, 1, 16)  โ”‚      1,040 โ”‚ block1a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_expand   โ”‚ (None, 1, 1, 64)  โ”‚      1,088 โ”‚ block1a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 64)               โ”‚            โ”‚ block1a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      2,048 โ”‚ block1a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_dwconv      โ”‚ (None, 112, 112,  โ”‚        288 โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_bn          โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_squeeze  โ”‚ (None, 32)        โ”‚          0 โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reshape  โ”‚ (None, 1, 1, 32)  โ”‚          0 โ”‚ block1b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚        264 โ”‚ block1b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_expand   โ”‚ (None, 1, 1, 32)  โ”‚        288 โ”‚ block1b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 32)               โ”‚            โ”‚ block1b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      1,024 โ”‚ block1b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_drop        โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_add (Add)   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_dwconv      โ”‚ (None, 112, 112,  โ”‚        288 โ”‚ block1b_add[0][0] โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_bn          โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_squeeze  โ”‚ (None, 32)        โ”‚          0 โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reshape  โ”‚ (None, 1, 1, 32)  โ”‚          0 โ”‚ block1c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚        264 โ”‚ block1c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_expand   โ”‚ (None, 1, 1, 32)  โ”‚        288 โ”‚ block1c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 32)               โ”‚            โ”‚ block1c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      1,024 โ”‚ block1c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_drop        โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_add (Add)   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚ block1b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_dwconv      โ”‚ (None, 112, 112,  โ”‚        288 โ”‚ block1c_add[0][0] โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_bn          โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_squeeze  โ”‚ (None, 32)        โ”‚          0 โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reshape  โ”‚ (None, 1, 1, 32)  โ”‚          0 โ”‚ block1d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚        264 โ”‚ block1d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_expand   โ”‚ (None, 1, 1, 32)  โ”‚        288 โ”‚ block1d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 32)               โ”‚            โ”‚ block1d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      1,024 โ”‚ block1d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_drop        โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_add (Add)   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚ block1c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_conv โ”‚ (None, 112, 112,  โ”‚      6,144 โ”‚ block1d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_bn   โ”‚ (None, 112, 112,  โ”‚        768 โ”‚ block2a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_actโ€ฆ โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block2a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv_pad  โ”‚ (None, 113, 113,  โ”‚          0 โ”‚ block2a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv      โ”‚ (None, 56, 56,    โ”‚      1,728 โ”‚ block2a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_bn          โ”‚ (None, 56, 56,    โ”‚        768 โ”‚ block2a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_squeeze  โ”‚ (None, 192)       โ”‚          0 โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reshape  โ”‚ (None, 1, 1, 192) โ”‚          0 โ”‚ block2a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚      1,544 โ”‚ block2a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_expand   โ”‚ (None, 1, 1, 192) โ”‚      1,728 โ”‚ block2a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 192)              โ”‚            โ”‚ block2a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚      9,216 โ”‚ block2a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block3a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block3a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv_pad  โ”‚ (None, 59, 59,    โ”‚          0 โ”‚ block3a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv      โ”‚ (None, 28, 28,    โ”‚      7,200 โ”‚ block3a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_bn          โ”‚ (None, 28, 28,    โ”‚      1,152 โ”‚ block3a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block3a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block3a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block3a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block3a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     23,040 โ”‚ block3a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block4a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block4a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv_pad  โ”‚ (None, 29, 29,    โ”‚          0 โ”‚ block4a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv      โ”‚ (None, 14, 14,    โ”‚      4,320 โ”‚ block4a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_bn          โ”‚ (None, 14, 14,    โ”‚      1,920 โ”‚ block4a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block4a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block4a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block4a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block4a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     76,800 โ”‚ block4a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4h_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4h_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4h_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4h_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4h_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4h_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4h_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4g_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4h_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4i_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4i_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4i_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4i_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4i_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4i_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4i_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4h_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4i_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4j_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4j_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4j_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4j_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4j_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4j_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4j_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4i_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4j_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block5a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_dwconv      โ”‚ (None, 14, 14,    โ”‚     24,000 โ”‚ block5a_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block5a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block5a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block5a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block5a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block5a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    215,040 โ”‚ block5a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5h_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5h_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5h_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5h_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5h_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5h_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5h_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5g_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5h_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5i_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5i_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5i_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5i_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5i_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5i_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5i_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5h_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5i_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5j_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5j_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5j_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5j_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5j_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5j_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5j_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5i_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5j_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block6a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv_pad  โ”‚ (None, 17, 17,    โ”‚          0 โ”‚ block6a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv      โ”‚ (None, 7, 7,      โ”‚     33,600 โ”‚ block6a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_bn          โ”‚ (None, 7, 7,      โ”‚      5,376 โ”‚ block6a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block6a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block6a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block6a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    516,096 โ”‚ block6a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6h_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6h_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6h_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6h_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6h_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6h_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6h_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6h_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6h_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6h_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6g_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6h_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6i_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6i_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6i_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6i_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6i_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6i_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6i_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6i_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6i_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6i_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6h_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6i_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6j_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6j_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6j_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6j_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6j_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6j_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6j_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6j_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6j_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6j_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6i_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6j_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6k_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6k_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6k_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6k_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6k_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6k_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6k_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6k_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6k_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6k_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6k_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6j_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6k_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6l_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6l_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6l_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6l_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6l_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6l_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6l_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6l_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6l_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6l_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6l_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6k_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6l_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6m_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6m_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6m_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6m_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6m_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6m_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6m_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6m_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6m_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6m_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6m_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6l_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6m_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block7a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_dwconv      โ”‚ (None, 7, 7,      โ”‚     20,736 โ”‚ block7a_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block7a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block7a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block7a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block7a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  1,474,560 โ”‚ block7a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_conv โ”‚ (None, 7, 7,      โ”‚  2,457,600 โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_bn   โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_dwconv      โ”‚ (None, 7, 7,      โ”‚     34,560 โ”‚ block7b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_bn          โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_squeeze  โ”‚ (None, 3840)      โ”‚          0 โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reduce   โ”‚ (None, 1, 1, 160) โ”‚    614,560 โ”‚ block7b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_expand   โ”‚ (None, 1, 1,      โ”‚    618,240 โ”‚ block7b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 3840)             โ”‚            โ”‚ block7b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  2,457,600 โ”‚ block7b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_drop        โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_add (Add)   โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_conv โ”‚ (None, 7, 7,      โ”‚  2,457,600 โ”‚ block7b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_bn   โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_dwconv      โ”‚ (None, 7, 7,      โ”‚     34,560 โ”‚ block7c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_bn          โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_squeeze  โ”‚ (None, 3840)      โ”‚          0 โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reduce   โ”‚ (None, 1, 1, 160) โ”‚    614,560 โ”‚ block7c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_expand   โ”‚ (None, 1, 1,      โ”‚    618,240 โ”‚ block7c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 3840)             โ”‚            โ”‚ block7c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  2,457,600 โ”‚ block7c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_drop        โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_add (Add)   โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block7b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_conv โ”‚ (None, 7, 7,      โ”‚  2,457,600 โ”‚ block7c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_bn   โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_dwconv      โ”‚ (None, 7, 7,      โ”‚     34,560 โ”‚ block7d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_bn          โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_squeeze  โ”‚ (None, 3840)      โ”‚          0 โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reduce   โ”‚ (None, 1, 1, 160) โ”‚    614,560 โ”‚ block7d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_expand   โ”‚ (None, 1, 1,      โ”‚    618,240 โ”‚ block7d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 3840)             โ”‚            โ”‚ block7d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  2,457,600 โ”‚ block7d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_drop        โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_add (Add)   โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block7c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_conv (Conv2D)   โ”‚ (None, 7, 7,      โ”‚  1,638,400 โ”‚ block7d_add[0][0] โ”‚\n","โ”‚                     โ”‚ 2560)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_bn              โ”‚ (None, 7, 7,      โ”‚     10,240 โ”‚ top_conv[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2560)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_activation      โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ top_bn[0][0]      โ”‚\n","โ”‚ (Activation)        โ”‚ 2560)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 2560)      โ”‚          0 โ”‚ top_activation[0โ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_12 (Dense)    โ”‚ (None, 1024)      โ”‚  2,622,464 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_13 (Dense)    โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_12[0][0]    โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ input_layer_6[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mRescaling\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ normalization โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m7\u001b[0m โ”‚ rescaling_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mNormalization\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ normalization[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mRescaling\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m225\u001b[0m, \u001b[38;5;34m225\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ rescaling_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,728\u001b[0m โ”‚ stem_conv_pad[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ stem_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ stem_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ stem_activation[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ block1a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m16\u001b[0m) โ”‚ \u001b[38;5;34m1,040\u001b[0m โ”‚ block1a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m1,088\u001b[0m โ”‚ block1a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ block1a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ block1a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m264\u001b[0m โ”‚ block1b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block1b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m264\u001b[0m โ”‚ block1c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block1c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m264\u001b[0m โ”‚ block1d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block1d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m6,144\u001b[0m โ”‚ block1d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ block2a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m113\u001b[0m, \u001b[38;5;34m113\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,728\u001b[0m โ”‚ block2a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ block2a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m1,544\u001b[0m โ”‚ block2a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m1,728\u001b[0m โ”‚ block2a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ block2a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block2a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block3a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m59\u001b[0m, \u001b[38;5;34m59\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m7,200\u001b[0m โ”‚ block3a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block3a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block3a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block3a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block3a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m23,040\u001b[0m โ”‚ block3a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block4a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m29\u001b[0m, \u001b[38;5;34m29\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,320\u001b[0m โ”‚ block4a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block4a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block4a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block4a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block4a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ block4a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4h_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4h_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4h_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4h_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4h_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4h_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4i_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4i_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4i_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4i_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4i_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4i_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4j_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4j_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4j_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4j_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4j_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4j_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block5a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m24,000\u001b[0m โ”‚ block5a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block5a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block5a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block5a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block5a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ block5a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5h_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5h_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5h_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5h_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5h_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5h_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5i_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5i_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5i_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5i_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5i_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5i_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5j_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5j_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5j_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5j_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5j_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5j_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block6a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block6a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block6a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block6a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block6a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block6a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m516,096\u001b[0m โ”‚ block6a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6h_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6h_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6h_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6h_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6h_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6h_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6i_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6i_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6i_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6i_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6i_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6i_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6j_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6j_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6j_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6j_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6j_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6j_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6k_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6k_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6k_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6k_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6k_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6k_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6k_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6k_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6l_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6l_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6l_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6l_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6l_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6l_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6l_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6k_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6l_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6m_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6m_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6m_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6m_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6m_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6m_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6m_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6l_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6m_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block7a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m20,736\u001b[0m โ”‚ block7a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block7a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block7a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block7a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block7a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m1,474,560\u001b[0m โ”‚ block7a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m34,560\u001b[0m โ”‚ block7b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3840\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m160\u001b[0m) โ”‚ \u001b[38;5;34m614,560\u001b[0m โ”‚ block7b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m618,240\u001b[0m โ”‚ block7b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ block7b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m34,560\u001b[0m โ”‚ block7c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3840\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m160\u001b[0m) โ”‚ \u001b[38;5;34m614,560\u001b[0m โ”‚ block7c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m618,240\u001b[0m โ”‚ block7c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ block7c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block7b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m34,560\u001b[0m โ”‚ block7d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3840\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m160\u001b[0m) โ”‚ \u001b[38;5;34m614,560\u001b[0m โ”‚ block7d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m618,240\u001b[0m โ”‚ block7d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ block7d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block7c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m1,638,400\u001b[0m โ”‚ block7d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m2560\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m10,240\u001b[0m โ”‚ top_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2560\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ top_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2560\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2560\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ top_activation[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_12 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m2,622,464\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_13 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 66,724,251 (254.53 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m66,724,251\u001b[0m (254.53 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 2,626,564 (10.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,626,564\u001b[0m (10.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 64,097,687 (244.51 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m64,097,687\u001b[0m (244.51 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import EfficientNetB7\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","efficientnet_model = EfficientNetB7(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=efficientnet_model.input, outputs=efficientnet_model.get_layer('top_activation').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":42,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:30.646289Z","iopub.status.busy":"2024-06-02T19:35:30.645993Z","iopub.status.idle":"2024-06-02T19:42:41.626074Z","shell.execute_reply":"2024-06-02T19:42:41.625246Z","shell.execute_reply.started":"2024-06-02T19:35:30.646263Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1s/step - accuracy: 0.2645 - loss: 1.8415 \n","Epoch 1: val_accuracy improved from -inf to 0.29808, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m319s\u001b[0m 2s/step - accuracy: 0.2645 - loss: 1.8390 - val_accuracy: 0.2981 - val_loss: 1.3967 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step - accuracy: 0.2679 - loss: 1.4149\n","Epoch 2: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 61ms/step - accuracy: 0.2678 - loss: 1.4150 - val_accuracy: 0.2724 - val_loss: 1.3832 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2637 - loss: 1.3935\n","Epoch 3: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2638 - loss: 1.3935 - val_accuracy: 0.2981 - val_loss: 1.4168 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2895 - loss: 1.3938\n","Epoch 4: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 60ms/step - accuracy: 0.2891 - loss: 1.3938 - val_accuracy: 0.2981 - val_loss: 1.3819 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3264 - loss: 1.3728\n","Epoch 5: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.3257 - loss: 1.3729 - val_accuracy: 0.2724 - val_loss: 1.3885 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2548 - loss: 1.3840\n","Epoch 6: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2553 - loss: 1.3840 - val_accuracy: 0.2981 - val_loss: 1.3814 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2866 - loss: 1.3805\n","Epoch 7: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 60ms/step - accuracy: 0.2866 - loss: 1.3805 - val_accuracy: 0.2981 - val_loss: 1.3822 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3162 - loss: 1.3786\n","Epoch 8: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.3156 - loss: 1.3787 - val_accuracy: 0.2981 - val_loss: 1.3790 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2796 - loss: 1.3792\n","Epoch 9: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2799 - loss: 1.3792 - val_accuracy: 0.2981 - val_loss: 1.3825 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2924 - loss: 1.3819\n","Epoch 10: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2925 - loss: 1.3819 - val_accuracy: 0.2981 - val_loss: 1.3786 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2609 - loss: 1.3844\n","Epoch 11: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2612 - loss: 1.3844 - val_accuracy: 0.2981 - val_loss: 1.3850 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 44ms/step - accuracy: 0.2961 - loss: 1.3869\n","Epoch 12: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2961 - loss: 1.3868 - val_accuracy: 0.2981 - val_loss: 1.3800 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2970 - loss: 1.3767\n","Epoch 13: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 60ms/step - accuracy: 0.2970 - loss: 1.3767 - val_accuracy: 0.2981 - val_loss: 1.3787 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2745 - loss: 1.3781\n","Epoch 14: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2747 - loss: 1.3781 - val_accuracy: 0.2981 - val_loss: 1.3791 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3357 - loss: 1.3695\n","Epoch 15: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 15: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.3349 - loss: 1.3697 - val_accuracy: 0.2981 - val_loss: 1.3798 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2756 - loss: 1.3786\n","Epoch 16: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2760 - loss: 1.3786 - val_accuracy: 0.2981 - val_loss: 1.3794 - learning_rate: 1.0000e-04\n","Epoch 17/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2878 - loss: 1.3804\n","Epoch 17: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2879 - loss: 1.3803 - val_accuracy: 0.2981 - val_loss: 1.3775 - learning_rate: 1.0000e-04\n","Epoch 18/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2801 - loss: 1.3796\n","Epoch 18: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2805 - loss: 1.3796 - val_accuracy: 0.2981 - val_loss: 1.3779 - learning_rate: 1.0000e-04\n","Epoch 19/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3150 - loss: 1.3697\n","Epoch 19: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 60ms/step - accuracy: 0.3148 - loss: 1.3698 - val_accuracy: 0.2981 - val_loss: 1.3789 - learning_rate: 1.0000e-04\n","Epoch 20/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2962 - loss: 1.3737\n","Epoch 20: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2963 - loss: 1.3738 - val_accuracy: 0.2981 - val_loss: 1.3786 - learning_rate: 1.0000e-04\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":43,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:42:41.630054Z","iopub.status.busy":"2024-06-02T19:42:41.629765Z","iopub.status.idle":"2024-06-02T19:42:41.899522Z","shell.execute_reply":"2024-06-02T19:42:41.898611Z","shell.execute_reply.started":"2024-06-02T19:42:41.630026Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":44,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:42:41.900943Z","iopub.status.busy":"2024-06-02T19:42:41.900651Z","iopub.status.idle":"2024-06-02T19:42:42.200485Z","shell.execute_reply":"2024-06-02T19:42:42.199576Z","shell.execute_reply.started":"2024-06-02T19:42:41.900918Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### CNN"]},{"cell_type":"code","execution_count":69,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:00:45.774897Z","iopub.status.busy":"2024-06-02T20:00:45.774520Z","iopub.status.idle":"2024-06-02T20:00:45.988080Z","shell.execute_reply":"2024-06-02T20:00:45.987158Z","shell.execute_reply.started":"2024-06-02T20:00:45.774868Z"},"trusted":true},"outputs":[{"data":{"text/html":["
Model: \"sequential_6\"\n","
\n"],"text/plain":["\u001b[1mModel: \"sequential_6\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)                    โ”ƒ Output Shape           โ”ƒ       Param # โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ conv2d_122 (Conv2D)             โ”‚ (None, 224, 224, 64)   โ”‚         1,792 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_122         โ”‚ (None, 224, 224, 64)   โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_28 (MaxPooling2D) โ”‚ (None, 112, 112, 64)   โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_123 (Conv2D)             โ”‚ (None, 112, 112, 64)   โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_123         โ”‚ (None, 112, 112, 64)   โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_29 (MaxPooling2D) โ”‚ (None, 56, 56, 64)     โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_124 (Conv2D)             โ”‚ (None, 56, 56, 64)     โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_124         โ”‚ (None, 56, 56, 64)     โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_30 (MaxPooling2D) โ”‚ (None, 28, 28, 64)     โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_125 (Conv2D)             โ”‚ (None, 28, 28, 64)     โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_125         โ”‚ (None, 28, 28, 64)     โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_31 (MaxPooling2D) โ”‚ (None, 14, 14, 64)     โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d_12     โ”‚ (None, 64)             โ”‚             0 โ”‚\n","โ”‚ (GlobalAveragePooling2D)        โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_26 (Dense)                โ”‚ (None, 1024)           โ”‚        66,560 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_27 (Dense)                โ”‚ (None, 4)              โ”‚         4,100 โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ conv2d_122 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_122 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_28 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_123 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_123 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_29 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_124 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_124 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_30 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_125 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_125 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_31 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d_12 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_26 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m66,560\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_27 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 184,260 (719.77 KB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m184,260\u001b[0m (719.77 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 183,748 (717.77 KB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m183,748\u001b[0m (717.77 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 512 (2.00 KB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m512\u001b[0m (2.00 KB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.models import Sequential\n","from keras.layers import GlobalAveragePooling2D, InputLayer\n","from keras.regularizers import l1_l2\n","\n","model = Sequential()\n","\n","model.add(InputLayer(shape=(224, 224, 3))) # input layer\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same',kernel_regularizer=l1_l2(0.0001,0.0001)))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","model.add(GlobalAveragePooling2D()) # pooling down\n","\n","model.add(Dense(1024, activation='relu')) # dense layer\n","\n","model.add(Dense(4, activation='softmax')) # output layer\n","\n","model.summary() # model summary\n","\n","# model checkpoint callback\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')"]},{"cell_type":"code","execution_count":70,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:00:45.989894Z","iopub.status.busy":"2024-06-02T20:00:45.989604Z","iopub.status.idle":"2024-06-02T20:01:44.422474Z","shell.execute_reply":"2024-06-02T20:01:44.421601Z","shell.execute_reply.started":"2024-06-02T20:00:45.989870Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step - accuracy: 0.7082 - loss: 0.8979\n","Epoch 1: val_accuracy improved from -inf to 0.20513, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 74ms/step - accuracy: 0.7092 - loss: 0.8957 - val_accuracy: 0.2051 - val_loss: 5.7971\n","Epoch 2/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 14ms/step - accuracy: 0.8460 - loss: 0.5326\n","Epoch 2: val_accuracy did not improve from 0.20513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.8472 - loss: 0.5289 - val_accuracy: 0.2051 - val_loss: 6.2152\n","Epoch 3/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8970 - loss: 0.4193\n","Epoch 3: val_accuracy improved from 0.20513 to 0.27244, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step - accuracy: 0.8971 - loss: 0.4188 - val_accuracy: 0.2724 - val_loss: 4.6928\n","Epoch 4/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8726 - loss: 0.4724\n","Epoch 4: val_accuracy did not improve from 0.27244\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.8730 - loss: 0.4708 - val_accuracy: 0.2051 - val_loss: 8.2968\n","Epoch 5/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8890 - loss: 0.4032\n","Epoch 5: val_accuracy improved from 0.27244 to 0.28846, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.8894 - loss: 0.4027 - val_accuracy: 0.2885 - val_loss: 4.6425\n","Epoch 6/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9325 - loss: 0.2893\n","Epoch 6: val_accuracy improved from 0.28846 to 0.42949, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9322 - loss: 0.2899 - val_accuracy: 0.4295 - val_loss: 5.0530\n","Epoch 7/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9213 - loss: 0.3128\n","Epoch 7: val_accuracy improved from 0.42949 to 0.52244, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9214 - loss: 0.3126 - val_accuracy: 0.5224 - val_loss: 2.4941\n","Epoch 8/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9291 - loss: 0.3041\n","Epoch 8: val_accuracy improved from 0.52244 to 0.79167, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9289 - loss: 0.3049 - val_accuracy: 0.7917 - val_loss: 0.7077\n","Epoch 9/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9524 - loss: 0.2255\n","Epoch 9: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9520 - loss: 0.2263 - val_accuracy: 0.7532 - val_loss: 2.2556\n","Epoch 10/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9274 - loss: 0.2923\n","Epoch 10: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9275 - loss: 0.2922 - val_accuracy: 0.7083 - val_loss: 1.3476\n","Epoch 11/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9313 - loss: 0.2480\n","Epoch 11: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9316 - loss: 0.2480 - val_accuracy: 0.6955 - val_loss: 1.0912\n","Epoch 12/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9512 - loss: 0.2465\n","Epoch 12: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9510 - loss: 0.2466 - val_accuracy: 0.3878 - val_loss: 7.7596\n","Epoch 13/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9360 - loss: 0.2289\n","Epoch 13: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9359 - loss: 0.2295 - val_accuracy: 0.5321 - val_loss: 4.3150\n","Epoch 14/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9646 - loss: 0.1988\n","Epoch 14: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9646 - loss: 0.1986 - val_accuracy: 0.7885 - val_loss: 0.7110\n","Epoch 15/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9364 - loss: 0.2563\n","Epoch 15: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9366 - loss: 0.2560 - val_accuracy: 0.7115 - val_loss: 1.0595\n","Epoch 16/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9569 - loss: 0.1795\n","Epoch 16: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9570 - loss: 0.1792 - val_accuracy: 0.5513 - val_loss: 3.3678\n","Epoch 17/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9676 - loss: 0.1799\n","Epoch 17: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9673 - loss: 0.1803 - val_accuracy: 0.4359 - val_loss: 7.0423\n","Epoch 18/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9534 - loss: 0.1960\n","Epoch 18: val_accuracy improved from 0.79167 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9533 - loss: 0.1961 - val_accuracy: 0.9487 - val_loss: 0.2139\n","Epoch 19/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9629 - loss: 0.1808\n","Epoch 19: val_accuracy did not improve from 0.94872\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9628 - loss: 0.1808 - val_accuracy: 0.4519 - val_loss: 3.1300\n","Epoch 20/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9726 - loss: 0.1433\n","Epoch 20: val_accuracy improved from 0.94872 to 0.95513, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9725 - loss: 0.1436 - val_accuracy: 0.9551 - val_loss: 0.1550\n","Epoch 21/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9702 - loss: 0.1714\n","Epoch 21: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9700 - loss: 0.1715 - val_accuracy: 0.7628 - val_loss: 1.2005\n","Epoch 22/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9622 - loss: 0.1764\n","Epoch 22: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9621 - loss: 0.1767 - val_accuracy: 0.6731 - val_loss: 2.0235\n","Epoch 23/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9680 - loss: 0.1689\n","Epoch 23: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9679 - loss: 0.1690 - val_accuracy: 0.8622 - val_loss: 0.5316\n","Epoch 24/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9697 - loss: 0.1520\n","Epoch 24: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9698 - loss: 0.1518 - val_accuracy: 0.5256 - val_loss: 3.4517\n","Epoch 25/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9661 - loss: 0.1507\n","Epoch 25: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 15ms/step - accuracy: 0.9660 - loss: 0.1511 - val_accuracy: 0.6635 - val_loss: 1.4410\n","Epoch 26/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9817 - loss: 0.1367\n","Epoch 26: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9815 - loss: 0.1370 - val_accuracy: 0.3077 - val_loss: 5.6516\n","Epoch 27/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9756 - loss: 0.1239\n","Epoch 27: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9754 - loss: 0.1245 - val_accuracy: 0.9006 - val_loss: 0.3705\n","Epoch 28/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9687 - loss: 0.1506\n","Epoch 28: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9687 - loss: 0.1508 - val_accuracy: 0.7340 - val_loss: 0.9709\n","Epoch 29/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9608 - loss: 0.1781\n","Epoch 29: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9610 - loss: 0.1775 - val_accuracy: 0.2564 - val_loss: 11.0053\n","Epoch 30/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9490 - loss: 0.1970\n","Epoch 30: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9492 - loss: 0.1963 - val_accuracy: 0.2949 - val_loss: 6.8236\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=30, batch_size=10,callbacks=[model_checkpoint])"]},{"cell_type":"code","execution_count":71,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:01:44.425374Z","iopub.status.busy":"2024-06-02T20:01:44.424902Z","iopub.status.idle":"2024-06-02T20:01:44.698001Z","shell.execute_reply":"2024-06-02T20:01:44.697008Z","shell.execute_reply.started":"2024-06-02T20:01:44.425338Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":72,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:01:44.699550Z","iopub.status.busy":"2024-06-02T20:01:44.699244Z","iopub.status.idle":"2024-06-02T20:01:44.998325Z","shell.execute_reply":"2024-06-02T20:01:44.997391Z","shell.execute_reply.started":"2024-06-02T20:01:44.699523Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]}],"metadata":{"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"datasetId":5026280,"sourceId":8438165,"sourceType":"datasetVersion"}],"dockerImageVersionId":30716,"isGpuEnabled":true,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.13"}},"nbformat":4,"nbformat_minor":4} diff --git a/Turkey Almond Species Classification using DL/README.md b/Turkey Almond Species Classification using DL/README.md index f955456e5..c4c691f6d 100644 --- a/Turkey Almond Species Classification using DL/README.md +++ b/Turkey Almond Species Classification using DL/README.md @@ -52,21 +52,8 @@ models used: - #### **Exploratory Data Analysis** - -
- -

-

- healthy tomato leaf -
Healthy Tomato Leaf
-
-
-
- diseased tomato leaf -
Diseased Tomato Leaf
-
-

+ - #### **CNN** From 9d33d9824f248534a213183f1f930d761dccdaf0 Mon Sep 17 00:00:00 2001 From: Arihant Bhandari <127655293+Arihant-Bhandari@users.noreply.github.com> Date: Mon, 3 Jun 2024 20:46:48 +0530 Subject: [PATCH 3/5] adding links to README.md --- .../README.md | 48 +++++++++---------- 1 file changed, 24 insertions(+), 24 deletions(-) diff --git a/Turkey Almond Species Classification using DL/README.md b/Turkey Almond Species Classification using DL/README.md index c4c691f6d..ebc6080aa 100644 --- a/Turkey Almond Species Classification using DL/README.md +++ b/Turkey Almond Species Classification using DL/README.md @@ -51,57 +51,57 @@ models used: - #### **Exploratory Data Analysis** - + - + - #### **CNN**

- - + +

- #### **InceptionV3**

- - + +

- #### **VGG16**

- - + +

- #### **EfficientNetB7**

- - + +

- #### **RESNET50**

- - + +

- #### **DenseNet-121**

- - + +

- #### **Xception**

- - + +

### ๐Ÿ“ˆ **Performance of the Models based on the Accuracy Scores** @@ -112,19 +112,19 @@ We used Validation and Testing **Loss** and **Accuracy** as metrics. | Models | Accuracy | Loss | |--------|---------------------|--------------------------| -| ResNet-50 | 10.00% | 14.5063 | -| InceptionV3 | 84.30% | 0.5310 | -| CNN | 98.00% | 0.0657 | -| VGG16 | 92.70% | 0.2489 | -| EfficientNetB7 | 10.00% | 2.3026 | -| DenseNet-121 | 93.60% | 0.1880 | -| Xception | 88.90% | 0.3858 | +| ResNet-50 | 29.81% | 11.3137 | +| InceptionV3 | 96.47% | 0.1521 | +| CNN | 95.51% | 0.1550 | +| VGG16 | 97.76% | 0.0680 | +| EfficientNetB7 | 29.81% | 1.3967 | +| DenseNet-121 | 98.72% | 0.0624 | +| Xception | 97.44% | 0.0794 | ### ๐Ÿ“ข **Conclusion** We conclude the following: - +**DenseNet-121**, **Xception**, **VGG16**, **InceptionV3** and **CNN**, with **DenseNet-121** being the clear winner. ### โœ’๏ธ **Your Signature** From d1b0b0ca6ed0c62cefd3af1a3b3cb223473127dd Mon Sep 17 00:00:00 2001 From: Arihant Bhandari <127655293+Arihant-Bhandari@users.noreply.github.com> Date: Mon, 3 Jun 2024 20:56:45 +0530 Subject: [PATCH 4/5] minor changes in files --- .../Model/almond-classify.ipynb | 2 +- Turkey Almond Species Classification using DL/README.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/Turkey Almond Species Classification using DL/Model/almond-classify.ipynb b/Turkey Almond Species Classification using DL/Model/almond-classify.ipynb index d26fc1db1..a94a6de57 100644 --- a/Turkey Almond Species Classification using DL/Model/almond-classify.ipynb +++ b/Turkey Almond Species Classification using DL/Model/almond-classify.ipynb @@ -1 +1 @@ -{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-06-02T19:19:03.741893Z","iopub.status.busy":"2024-06-02T19:19:03.741054Z","iopub.status.idle":"2024-06-02T19:19:16.223328Z","shell.execute_reply":"2024-06-02T19:19:16.222349Z","shell.execute_reply.started":"2024-06-02T19:19:03.741861Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["2024-06-02 19:19:05.551062: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n","2024-06-02 19:19:05.551193: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n","2024-06-02 19:19:05.684412: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"]}],"source":["# importing modules and libraries\n","\n","import matplotlib.pyplot as plt\n","import numpy as np\n","import keras\n","from keras.layers import Input, InputLayer, Conv2D, MaxPooling2D, Flatten, ELU, Dense, BatchNormalization, Activation\n","from keras.callbacks import ModelCheckpoint\n","from keras.models import Sequential\n","from keras.optimizers import Nadam"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:19:16.225880Z","iopub.status.busy":"2024-06-02T19:19:16.225236Z","iopub.status.idle":"2024-06-02T19:19:22.444593Z","shell.execute_reply":"2024-06-02T19:19:22.443714Z","shell.execute_reply.started":"2024-06-02T19:19:16.225846Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Found 1556 files belonging to 4 classes.\n"]},{"name":"stderr","output_type":"stream","text":["/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1765: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n"," order = pd.unique(vector)\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["import tensorflow as tf\n","from tensorflow import keras\n","import numpy as np\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","from collections import Counter\n","\n","# Loading train and val datasets\n","train_dataset = keras.utils.image_dataset_from_directory(\n"," \"/kaggle/input/almond-varieties/dataset\",\n"," image_size=(224, 224),\n"," batch_size=32\n",")\n","\n","# Collecting class labels\n","train_labels = []\n","for _, labels in train_dataset:\n"," train_labels.extend(labels.numpy())\n","\n","# Counting occurrences of each label\n","train_label_counts = Counter(train_labels)\n","\n","# Plotting the counts\n","plt.figure(figsize=(10, 5))\n","\n","# Train dataset\n","plt.subplot(1, 2, 1)\n","sns.barplot(x=list(train_label_counts.keys()), y=list(train_label_counts.values()))\n","plt.title('Train Dataset')\n","plt.xlabel('Class Labels')\n","plt.ylabel('Image Count')\n","plt.show()"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:21:54.202479Z","iopub.status.busy":"2024-06-02T19:21:54.202144Z","iopub.status.idle":"2024-06-02T19:21:57.609893Z","shell.execute_reply":"2024-06-02T19:21:57.608863Z","shell.execute_reply.started":"2024-06-02T19:21:54.202454Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Found 1556 files belonging to 4 classes.\n"]}],"source":["# Loading train and val datasets\n","train_dataset = keras.utils.image_dataset_from_directory(\n"," \"/kaggle/input/almond-varieties/dataset\",\n"," image_size=(224, 224),\n"," batch_size=32\n",")\n","\n","# Normalizing datasets\n","normalization_layer = keras.layers.Rescaling(1./255)\n","train_dataset = train_dataset.map(lambda x, y: (normalization_layer(x), y))\n","\n","# Converting the datasets to lists of images and labels\n","train_images = []\n","train_labels = []\n","for images, labels in train_dataset:\n"," for image, label in zip(images, labels):\n"," train_images.append(image.numpy())\n"," train_labels.append(label.numpy())\n","\n","# Converting to arrays\n","images = np.array(train_images)\n","labels = np.array(train_labels)\n","\n","# Converting labels to probability distributions\n","labels = keras.utils.to_categorical(labels, 4)"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:21:57.611744Z","iopub.status.busy":"2024-06-02T19:21:57.611450Z","iopub.status.idle":"2024-06-02T19:21:58.000595Z","shell.execute_reply":"2024-06-02T19:21:57.999622Z","shell.execute_reply.started":"2024-06-02T19:21:57.611718Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["x_train: (933, 224, 224, 3)\n","y_train: (933, 4)\n","x_test: (311, 224, 224, 3)\n","y_test: (311, 4)\n","x_val: (312, 224, 224, 3)\n","y_val: (312, 4)\n"]}],"source":["# Split the data\n","from sklearn.model_selection import train_test_split\n","x_train, x_temp, y_train, y_temp = train_test_split(images, labels, test_size=0.4,random_state=42)\n","x_test, x_val, y_test, y_val = train_test_split(x_temp, y_temp, test_size=0.5,random_state=42)\n","\n","print(\"x_train:\", x_train.shape)\n","print(\"y_train:\", y_train.shape)\n","print(\"x_test:\", x_test.shape)\n","print(\"y_test:\", y_test.shape)\n","print(\"x_val:\", x_val.shape)\n","print(\"y_val:\", y_val.shape)"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:30.507341Z","iopub.status.busy":"2024-06-02T19:22:30.506965Z","iopub.status.idle":"2024-06-02T19:22:30.759631Z","shell.execute_reply":"2024-06-02T19:22:30.758661Z","shell.execute_reply.started":"2024-06-02T19:22:30.507305Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["0\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plotting images with label as probability distribution\n","\n","plt.imshow(train_images[600]) \n","plt.axis('off')\n","print(train_labels[600])"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:41.276919Z","iopub.status.busy":"2024-06-02T19:22:41.276542Z","iopub.status.idle":"2024-06-02T19:22:41.526342Z","shell.execute_reply":"2024-06-02T19:22:41.525455Z","shell.execute_reply.started":"2024-06-02T19:22:41.276890Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["1\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(train_images[800]) \n","plt.axis('off')\n","print(train_labels[800])"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:30.761392Z","iopub.status.busy":"2024-06-02T19:22:30.761056Z","iopub.status.idle":"2024-06-02T19:22:31.024056Z","shell.execute_reply":"2024-06-02T19:22:31.023077Z","shell.execute_reply.started":"2024-06-02T19:22:30.761364Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["2\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(train_images[1200]) \n","plt.axis('off')\n","print(train_labels[1200])"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:50.522615Z","iopub.status.busy":"2024-06-02T19:22:50.522156Z","iopub.status.idle":"2024-06-02T19:22:50.780020Z","shell.execute_reply":"2024-06-02T19:22:50.779077Z","shell.execute_reply.started":"2024-06-02T19:22:50.522583Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["3\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(train_images[400]) \n","plt.axis('off')\n","print(train_labels[400])"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:01.782213Z","iopub.status.busy":"2024-06-02T19:23:01.781853Z","iopub.status.idle":"2024-06-02T19:23:02.045977Z","shell.execute_reply":"2024-06-02T19:23:02.045043Z","shell.execute_reply.started":"2024-06-02T19:23:01.782184Z"},"trusted":true},"outputs":[{"data":{"text/plain":["9693"]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["import gc # calling garbage collector to reduce memory utilization\n","\n","del train_dataset\n","\n","gc.collect()"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:05.461372Z","iopub.status.busy":"2024-06-02T19:23:05.460962Z","iopub.status.idle":"2024-06-02T19:23:05.465916Z","shell.execute_reply":"2024-06-02T19:23:05.464859Z","shell.execute_reply.started":"2024-06-02T19:23:05.461341Z"},"trusted":true},"outputs":[],"source":["from keras import mixed_precision # changing precision policies\n","mixed_precision.set_global_policy('mixed_float16')"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:05.721957Z","iopub.status.busy":"2024-06-02T19:23:05.721585Z","iopub.status.idle":"2024-06-02T19:23:05.726527Z","shell.execute_reply":"2024-06-02T19:23:05.725564Z","shell.execute_reply.started":"2024-06-02T19:23:05.721929Z"},"trusted":true},"outputs":[],"source":["tf.config.optimizer.set_jit(True) # setting optimizer to reduce model computation by optimizing graph-computations"]},{"cell_type":"markdown","metadata":{},"source":["### VGG16"]},{"cell_type":"code","execution_count":16,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:13.937289Z","iopub.status.busy":"2024-06-02T19:23:13.936868Z","iopub.status.idle":"2024-06-02T19:23:14.915341Z","shell.execute_reply":"2024-06-02T19:23:14.914450Z","shell.execute_reply.started":"2024-06-02T19:23:13.937254Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m58889256/58889256\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_3\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_3\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)                    โ”ƒ Output Shape           โ”ƒ       Param # โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer (InputLayer)        โ”‚ (None, 224, 224, 3)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1 (Conv2D)           โ”‚ (None, 224, 224, 64)   โ”‚         1,792 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2 (Conv2D)           โ”‚ (None, 224, 224, 64)   โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_pool (MaxPooling2D)      โ”‚ (None, 112, 112, 64)   โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv1 (Conv2D)           โ”‚ (None, 112, 112, 128)  โ”‚        73,856 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv2 (Conv2D)           โ”‚ (None, 112, 112, 128)  โ”‚       147,584 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool (MaxPooling2D)      โ”‚ (None, 56, 56, 128)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv1 (Conv2D)           โ”‚ (None, 56, 56, 256)    โ”‚       295,168 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv2 (Conv2D)           โ”‚ (None, 56, 56, 256)    โ”‚       590,080 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv3 (Conv2D)           โ”‚ (None, 56, 56, 256)    โ”‚       590,080 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool (MaxPooling2D)      โ”‚ (None, 28, 28, 256)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv1 (Conv2D)           โ”‚ (None, 28, 28, 512)    โ”‚     1,180,160 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv2 (Conv2D)           โ”‚ (None, 28, 28, 512)    โ”‚     2,359,808 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv3 (Conv2D)           โ”‚ (None, 28, 28, 512)    โ”‚     2,359,808 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool (MaxPooling2D)      โ”‚ (None, 14, 14, 512)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d        โ”‚ (None, 512)            โ”‚             0 โ”‚\n","โ”‚ (GlobalAveragePooling2D)        โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense (Dense)                   โ”‚ (None, 1024)           โ”‚       525,312 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_1 (Dense)                 โ”‚ (None, 4)              โ”‚         4,100 โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m73,856\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m295,168\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv3 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m1,180,160\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m2,359,808\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv3 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m2,359,808\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m525,312\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_1 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 8,164,676 (31.15 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,164,676\u001b[0m (31.15 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 529,412 (2.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m529,412\u001b[0m (2.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 7,635,264 (29.13 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,635,264\u001b[0m (29.13 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import VGG16\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau\n","\n","# Loading model\n","vgg16_model = VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=vgg16_model.input, outputs=vgg16_model.get_layer('block4_pool').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(mode='min', monitor='val_loss', factor=0.1, patience=5, min_lr=0.00000001, verbose=1)\n","\n","model.summary() # printing summary of model"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:24:41.688989Z","iopub.status.busy":"2024-06-02T19:24:41.688132Z","iopub.status.idle":"2024-06-02T19:25:42.333217Z","shell.execute_reply":"2024-06-02T19:25:42.332267Z","shell.execute_reply.started":"2024-06-02T19:24:41.688956Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step - accuracy: 0.5435 - loss: 1.4679\n","Epoch 1: val_accuracy improved from -inf to 0.94551, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 113ms/step - accuracy: 0.5454 - loss: 1.4614 - val_accuracy: 0.9455 - val_loss: 0.2482 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9245 - loss: 0.2411\n","Epoch 2: val_accuracy did not improve from 0.94551\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9245 - loss: 0.2410 - val_accuracy: 0.9327 - val_loss: 0.2066 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9309 - loss: 0.2009\n","Epoch 3: val_accuracy did not improve from 0.94551\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9312 - loss: 0.2004 - val_accuracy: 0.9391 - val_loss: 0.1965 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9470 - loss: 0.1540\n","Epoch 4: val_accuracy improved from 0.94551 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 24ms/step - accuracy: 0.9469 - loss: 0.1543 - val_accuracy: 0.9487 - val_loss: 0.1571 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9526 - loss: 0.1264\n","Epoch 5: val_accuracy improved from 0.94872 to 0.97436, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 24ms/step - accuracy: 0.9528 - loss: 0.1260 - val_accuracy: 0.9744 - val_loss: 0.0982 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9683 - loss: 0.0897\n","Epoch 6: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9682 - loss: 0.0901 - val_accuracy: 0.9519 - val_loss: 0.1187 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9430 - loss: 0.1500\n","Epoch 7: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9433 - loss: 0.1490 - val_accuracy: 0.9744 - val_loss: 0.0767 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9673 - loss: 0.0822\n","Epoch 8: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9673 - loss: 0.0824 - val_accuracy: 0.9712 - val_loss: 0.0818 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9870 - loss: 0.0534\n","Epoch 9: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9869 - loss: 0.0533 - val_accuracy: 0.9295 - val_loss: 0.1804 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9806 - loss: 0.0487\n","Epoch 10: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 22ms/step - accuracy: 0.9805 - loss: 0.0487 - val_accuracy: 0.9744 - val_loss: 0.0780 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9863 - loss: 0.0452\n","Epoch 11: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9860 - loss: 0.0458 - val_accuracy: 0.9231 - val_loss: 0.2052 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9762 - loss: 0.0598\n","Epoch 12: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 12: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9764 - loss: 0.0595 - val_accuracy: 0.9679 - val_loss: 0.0811 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0132\n","Epoch 13: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0131 - val_accuracy: 0.9744 - val_loss: 0.0673 - learning_rate: 1.0000e-04\n","Epoch 14/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0093\n","Epoch 14: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0093 - val_accuracy: 0.9744 - val_loss: 0.0658 - learning_rate: 1.0000e-04\n","Epoch 15/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0105\n","Epoch 15: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0104 - val_accuracy: 0.9744 - val_loss: 0.0662 - learning_rate: 1.0000e-04\n","Epoch 16/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0095\n","Epoch 16: val_accuracy improved from 0.97436 to 0.97756, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 23ms/step - accuracy: 1.0000 - loss: 0.0095 - val_accuracy: 0.9776 - val_loss: 0.0680 - learning_rate: 1.0000e-04\n","Epoch 17/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0087\n","Epoch 17: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0087 - val_accuracy: 0.9744 - val_loss: 0.0661 - learning_rate: 1.0000e-04\n","Epoch 18/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0068\n","Epoch 18: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0069 - val_accuracy: 0.9776 - val_loss: 0.0666 - learning_rate: 1.0000e-04\n","Epoch 19/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0069\n","Epoch 19: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 19: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0069 - val_accuracy: 0.9744 - val_loss: 0.0662 - learning_rate: 1.0000e-04\n","Epoch 20/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0065\n","Epoch 20: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0065 - val_accuracy: 0.9744 - val_loss: 0.0662 - learning_rate: 1.0000e-05\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:42.335591Z","iopub.status.busy":"2024-06-02T19:25:42.335279Z","iopub.status.idle":"2024-06-02T19:25:42.608790Z","shell.execute_reply":"2024-06-02T19:25:42.607748Z","shell.execute_reply.started":"2024-06-02T19:25:42.335558Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":21,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:42.610252Z","iopub.status.busy":"2024-06-02T19:25:42.609947Z","iopub.status.idle":"2024-06-02T19:25:42.893915Z","shell.execute_reply":"2024-06-02T19:25:42.892951Z","shell.execute_reply.started":"2024-06-02T19:25:42.610225Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### ResNet50"]},{"cell_type":"code","execution_count":22,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:42.896257Z","iopub.status.busy":"2024-06-02T19:25:42.895948Z","iopub.status.idle":"2024-06-02T19:25:45.187109Z","shell.execute_reply":"2024-06-02T19:25:45.186081Z","shell.execute_reply.started":"2024-06-02T19:25:42.896230Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m94765736/94765736\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_7\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_7\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_1       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_pad           โ”‚ (None, 230, 230,  โ”‚          0 โ”‚ input_layer_1[0]โ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (Conv2D) โ”‚ (None, 112, 112,  โ”‚      9,472 โ”‚ conv1_pad[0][0]   โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn            โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ conv1_conv[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu          โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ conv1_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pad           โ”‚ (None, 114, 114,  โ”‚          0 โ”‚ conv1_relu[0][0]  โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pool          โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ pool1_pad[0][0]   โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (None, 56, 56,    โ”‚      4,160 โ”‚ pool1_pool[0][0]  โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (None, 56, 56,    โ”‚     36,928 โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ pool1_pool[0][0]  โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ conv2_block1_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block1_0_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block1_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_add    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 256)              โ”‚            โ”‚ conv2_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_out    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (None, 56, 56,    โ”‚     16,448 โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (None, 56, 56,    โ”‚     36,928 โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ conv2_block2_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block2_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_add    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 256)              โ”‚            โ”‚ conv2_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_out    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (None, 56, 56,    โ”‚     16,448 โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (None, 56, 56,    โ”‚     36,928 โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ conv2_block3_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block3_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_add    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 256)              โ”‚            โ”‚ conv2_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_out    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (None, 28, 28,    โ”‚     32,896 โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_conv โ”‚ (None, 28, 28,    โ”‚    131,584 โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block1_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block1_0_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block1_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (None, 28, 28,    โ”‚     65,664 โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block2_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block2_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (None, 28, 28,    โ”‚     65,664 โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block3_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block3_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (None, 28, 28,    โ”‚     65,664 โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block4_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block4_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block4_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (None, 14, 14,    โ”‚    131,328 โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (None, 14, 14,    โ”‚    590,080 โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_conv โ”‚ (None, 14, 14,    โ”‚    525,312 โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_conv โ”‚ (None, 14, 14,    โ”‚    263,168 โ”‚ conv4_block1_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block1_0_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block1_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_add    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 1024)             โ”‚            โ”‚ conv4_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_out    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (None, 14, 14,    โ”‚    262,400 โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (None, 14, 14,    โ”‚    590,080 โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_conv โ”‚ (None, 14, 14,    โ”‚    263,168 โ”‚ conv4_block2_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block2_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_add    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 1024)             โ”‚            โ”‚ conv4_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_out    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (None, 14, 14,    โ”‚    262,400 โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (None, 14, 14,    โ”‚    590,080 โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_conv โ”‚ (None, 14, 14,    โ”‚    263,168 โ”‚ conv4_block3_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block3_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_add    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 1024)             โ”‚            โ”‚ conv4_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_out    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ flatten (Flatten)   โ”‚ (None, 200704)    โ”‚          0 โ”‚ conv4_block3_outโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_2 (Dense)     โ”‚ (None, 1024)      โ”‚ 205,521,9โ€ฆ โ”‚ flatten[0][0]     โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_3 (Dense)     โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_2[0][0]     โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ input_layer_1[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m9,472\u001b[0m โ”‚ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m4,160\u001b[0m โ”‚ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ conv2_block1_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block1_0_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block1_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,448\u001b[0m โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ conv2_block2_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block2_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,448\u001b[0m โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ conv2_block3_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block3_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m32,896\u001b[0m โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m131,584\u001b[0m โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block1_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block1_0_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block1_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m65,664\u001b[0m โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block2_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block2_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m65,664\u001b[0m โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block3_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block3_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m65,664\u001b[0m โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block4_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block4_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block4_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m131,328\u001b[0m โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m525,312\u001b[0m โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m263,168\u001b[0m โ”‚ conv4_block1_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block1_0_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block1_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m262,400\u001b[0m โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m263,168\u001b[0m โ”‚ conv4_block2_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block2_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m262,400\u001b[0m โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m263,168\u001b[0m โ”‚ conv4_block3_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block3_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ flatten (\u001b[38;5;33mFlatten\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m200704\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_outโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_2 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m205,521,9โ€ฆ\u001b[0m โ”‚ flatten[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_3 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 210,749,828 (803.95 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m210,749,828\u001b[0m (803.95 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 205,526,020 (784.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m205,526,020\u001b[0m (784.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 5,223,808 (19.93 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m5,223,808\u001b[0m (19.93 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import ResNet50\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","resnet50_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=resnet50_model.input, outputs=resnet50_model.get_layer('conv4_block3_out').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = Flatten()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","# Setting callbacks\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":23,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:45.188738Z","iopub.status.busy":"2024-06-02T19:25:45.188383Z","iopub.status.idle":"2024-06-02T19:28:43.270722Z","shell.execute_reply":"2024-06-02T19:28:43.269612Z","shell.execute_reply.started":"2024-06-02T19:25:45.188704Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m 2/94\u001b[0m \u001b[37mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m \u001b[1m6s\u001b[0m 72ms/step - accuracy: 0.1500 - loss: 2.6416 "]},{"name":"stderr","output_type":"stream","text":["W0000 00:00:1717356360.106971 117 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n"]},{"name":"stdout","output_type":"stream","text":["\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 133ms/step - accuracy: 0.2480 - loss: 10.6791"]},{"name":"stderr","output_type":"stream","text":["W0000 00:00:1717356372.483253 115 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","W0000 00:00:1717356376.220617 117 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n"]},{"name":"stdout","output_type":"stream","text":["\n","Epoch 1: val_accuracy improved from -inf to 0.29808, saving model to model.keras\n"]},{"name":"stderr","output_type":"stream","text":["W0000 00:00:1717356381.349246 116 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n"]},{"name":"stdout","output_type":"stream","text":["\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m51s\u001b[0m 401ms/step - accuracy: 0.2484 - loss: 10.6833 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3002 - loss: 11.2800\n","Epoch 2: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 71ms/step - accuracy: 0.3001 - loss: 11.2804 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3170 - loss: 11.0086\n","Epoch 3: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3168 - loss: 11.0119 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2860 - loss: 11.5084\n","Epoch 4: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 71ms/step - accuracy: 0.2861 - loss: 11.5064 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2932 - loss: 11.3926\n","Epoch 5: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2932 - loss: 11.3918 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2957 - loss: 11.3515\n","Epoch 6: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 6: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2958 - loss: 11.3511 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2897 - loss: 11.4492\n","Epoch 7: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2898 - loss: 11.4478 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 8/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2923 - loss: 11.4066\n","Epoch 8: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2924 - loss: 11.4056 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 9/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2881 - loss: 11.4739\n","Epoch 9: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2882 - loss: 11.4723 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 10/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2979 - loss: 11.3171\n","Epoch 10: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2979 - loss: 11.3171 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 11/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3172 - loss: 11.0059\n","Epoch 11: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 11: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3170 - loss: 11.0092 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 12/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2861 - loss: 11.5059\n","Epoch 12: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2863 - loss: 11.5039 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 13/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2851 - loss: 11.5234\n","Epoch 13: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2852 - loss: 11.5212 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 14/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2880 - loss: 11.4759\n","Epoch 14: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2881 - loss: 11.4742 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 15/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3000 - loss: 11.2829\n","Epoch 15: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3000 - loss: 11.2832 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 16/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3092 - loss: 11.1339\n","Epoch 16: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 16: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3091 - loss: 11.1358 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 17/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2951 - loss: 11.3610\n","Epoch 17: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2952 - loss: 11.3605 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n","Epoch 18/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3067 - loss: 11.1745\n","Epoch 18: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3066 - loss: 11.1759 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n","Epoch 19/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3256 - loss: 10.8696\n","Epoch 19: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3253 - loss: 10.8743 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n","Epoch 20/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3138 - loss: 11.0608\n","Epoch 20: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3136 - loss: 11.0635 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":24,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:28:43.273210Z","iopub.status.busy":"2024-06-02T19:28:43.272782Z","iopub.status.idle":"2024-06-02T19:28:43.546384Z","shell.execute_reply":"2024-06-02T19:28:43.545359Z","shell.execute_reply.started":"2024-06-02T19:28:43.273170Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":25,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:28:43.548036Z","iopub.status.busy":"2024-06-02T19:28:43.547694Z","iopub.status.idle":"2024-06-02T19:28:43.772333Z","shell.execute_reply":"2024-06-02T19:28:43.771433Z","shell.execute_reply.started":"2024-06-02T19:28:43.548008Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### DenseNet121"]},{"cell_type":"code","execution_count":29,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:30:08.581632Z","iopub.status.busy":"2024-06-02T19:30:08.581246Z","iopub.status.idle":"2024-06-02T19:30:11.113853Z","shell.execute_reply":"2024-06-02T19:30:11.112939Z","shell.execute_reply.started":"2024-06-02T19:30:08.581588Z"},"trusted":true},"outputs":[{"data":{"text/html":["
Model: \"functional_15\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_15\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_3       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_2    โ”‚ (None, 230, 230,  โ”‚          0 โ”‚ input_layer_3[0]โ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (Conv2D) โ”‚ (None, 112, 112,  โ”‚      9,408 โ”‚ zero_padding2d_2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn            โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ conv1_conv[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu          โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ conv1_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_3    โ”‚ (None, 114, 114,  โ”‚          0 โ”‚ conv1_relu[0][0]  โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1               โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ zero_padding2d_3โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ pool1[0][0]       โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (None, 56, 56,    โ”‚      8,192 โ”‚ conv2_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ pool1[0][0],      โ”‚\n","โ”‚ (Concatenate)       โ”‚ 96)               โ”‚            โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_bn   โ”‚ (None, 56, 56,    โ”‚        384 โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (None, 56, 56,    โ”‚     12,288 โ”‚ conv2_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 128)              โ”‚            โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (None, 56, 56,    โ”‚     16,384 โ”‚ conv2_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 160)              โ”‚            โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_bn   โ”‚ (None, 56, 56,    โ”‚        640 โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_conv โ”‚ (None, 56, 56,    โ”‚     20,480 โ”‚ conv2_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 192)              โ”‚            โ”‚ conv2_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_bn   โ”‚ (None, 56, 56,    โ”‚        768 โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_conv โ”‚ (None, 56, 56,    โ”‚     24,576 โ”‚ conv2_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 224)              โ”‚            โ”‚ conv2_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_bn   โ”‚ (None, 56, 56,    โ”‚        896 โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_conv โ”‚ (None, 56, 56,    โ”‚     28,672 โ”‚ conv2_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 256)              โ”‚            โ”‚ conv2_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_bn            โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block6_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_relu          โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ pool2_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_conv (Conv2D) โ”‚ (None, 56, 56,    โ”‚     32,768 โ”‚ pool2_relu[0][0]  โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_pool          โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ pool2_conv[0][0]  โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ pool2_pool[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (None, 28, 28,    โ”‚     16,384 โ”‚ conv3_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ pool2_pool[0][0], โ”‚\n","โ”‚ (Concatenate)       โ”‚ 160)              โ”‚            โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_bn   โ”‚ (None, 28, 28,    โ”‚        640 โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (None, 28, 28,    โ”‚     20,480 โ”‚ conv3_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 192)              โ”‚            โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_bn   โ”‚ (None, 28, 28,    โ”‚        768 โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (None, 28, 28,    โ”‚     24,576 โ”‚ conv3_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 224)              โ”‚            โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_bn   โ”‚ (None, 28, 28,    โ”‚        896 โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (None, 28, 28,    โ”‚     28,672 โ”‚ conv3_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 256)              โ”‚            โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,024 โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_conv โ”‚ (None, 28, 28,    โ”‚     32,768 โ”‚ conv3_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ conv3_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,152 โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 320)              โ”‚            โ”‚ conv3_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,280 โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block7_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_conv โ”‚ (None, 28, 28,    โ”‚     40,960 โ”‚ conv3_block7_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block7_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block7_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block7_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 352)              โ”‚            โ”‚ conv3_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,408 โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block8_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_conv โ”‚ (None, 28, 28,    โ”‚     45,056 โ”‚ conv3_block8_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block8_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block8_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block8_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 384)              โ”‚            โ”‚ conv3_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,536 โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block9_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_conv โ”‚ (None, 28, 28,    โ”‚     49,152 โ”‚ conv3_block9_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block9_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block9_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block9_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 416)              โ”‚            โ”‚ conv3_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_bn  โ”‚ (None, 28, 28,    โ”‚      1,664 โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     53,248 โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_bn  โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_2_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_concโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 448)              โ”‚            โ”‚ conv3_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_bn  โ”‚ (None, 28, 28,    โ”‚      1,792 โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     57,344 โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_bn  โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_2_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_concโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 480)              โ”‚            โ”‚ conv3_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_bn  โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     61,440 โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_bn  โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_2_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_concโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 512)              โ”‚            โ”‚ conv3_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_bn            โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block12_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_relu          โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ pool3_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_conv (Conv2D) โ”‚ (None, 28, 28,    โ”‚    131,072 โ”‚ pool3_relu[0][0]  โ”‚\n","โ”‚                     โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_pool          โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ pool3_conv[0][0]  โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ pool3_pool[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (None, 14, 14,    โ”‚     32,768 โ”‚ conv4_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ pool3_pool[0][0], โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,152 โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 320)              โ”‚            โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,280 โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (None, 14, 14,    โ”‚     40,960 โ”‚ conv4_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 352)              โ”‚            โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,408 โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_conv โ”‚ (None, 14, 14,    โ”‚     45,056 โ”‚ conv4_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 384)              โ”‚            โ”‚ conv4_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,536 โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_conv โ”‚ (None, 14, 14,    โ”‚     49,152 โ”‚ conv4_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 416)              โ”‚            โ”‚ conv4_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,664 โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_conv โ”‚ (None, 14, 14,    โ”‚     53,248 โ”‚ conv4_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 448)              โ”‚            โ”‚ conv4_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,792 โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block7_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_conv โ”‚ (None, 14, 14,    โ”‚     57,344 โ”‚ conv4_block7_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block7_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block7_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block7_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 480)              โ”‚            โ”‚ conv4_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,920 โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block8_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_conv โ”‚ (None, 14, 14,    โ”‚     61,440 โ”‚ conv4_block8_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block8_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block8_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block8_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 512)              โ”‚            โ”‚ conv4_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_bn   โ”‚ (None, 14, 14,    โ”‚      2,048 โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block9_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_conv โ”‚ (None, 14, 14,    โ”‚     65,536 โ”‚ conv4_block9_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block9_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block9_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block9_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 544)              โ”‚            โ”‚ conv4_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,176 โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 544)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 544)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     69,632 โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 576)              โ”‚            โ”‚ conv4_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,304 โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 576)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 576)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     73,728 โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 608)              โ”‚            โ”‚ conv4_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,432 โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 608)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 608)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     77,824 โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 640)              โ”‚            โ”‚ conv4_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,560 โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 640)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 640)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     81,920 โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 672)              โ”‚            โ”‚ conv4_block13_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,688 โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 672)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 672)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     86,016 โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 704)              โ”‚            โ”‚ conv4_block14_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,816 โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 704)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 704)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     90,112 โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 736)              โ”‚            โ”‚ conv4_block15_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,944 โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 736)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 736)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     94,208 โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ conv4_block16_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,072 โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     98,304 โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 800)              โ”‚            โ”‚ conv4_block17_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,200 โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 800)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 800)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    102,400 โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 832)              โ”‚            โ”‚ conv4_block18_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,328 โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 832)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 832)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    106,496 โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 864)              โ”‚            โ”‚ conv4_block19_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,456 โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 864)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 864)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    110,592 โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 896)              โ”‚            โ”‚ conv4_block20_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,584 โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 896)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 896)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    114,688 โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 928)              โ”‚            โ”‚ conv4_block21_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,712 โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 928)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 928)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    118,784 โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 960)              โ”‚            โ”‚ conv4_block22_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    122,880 โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 992)              โ”‚            โ”‚ conv4_block23_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,968 โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 992)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 992)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    126,976 โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 1024)             โ”‚            โ”‚ conv4_block24_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_bn            โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block24_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_relu          โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ pool4_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_conv (Conv2D) โ”‚ (None, 14, 14,    โ”‚    524,288 โ”‚ pool4_relu[0][0]  โ”‚\n","โ”‚                     โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_pool          โ”‚ (None, 7, 7, 512) โ”‚          0 โ”‚ pool4_conv[0][0]  โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_bn   โ”‚ (None, 7, 7, 512) โ”‚      2,048 โ”‚ pool4_pool[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_relu โ”‚ (None, 7, 7, 512) โ”‚          0 โ”‚ conv5_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_conv โ”‚ (None, 7, 7, 128) โ”‚     65,536 โ”‚ conv5_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_concat โ”‚ (None, 7, 7, 544) โ”‚          0 โ”‚ pool4_pool[0][0], โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_bn   โ”‚ (None, 7, 7, 544) โ”‚      2,176 โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_relu โ”‚ (None, 7, 7, 544) โ”‚          0 โ”‚ conv5_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_conv โ”‚ (None, 7, 7, 128) โ”‚     69,632 โ”‚ conv5_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_concat โ”‚ (None, 7, 7, 576) โ”‚          0 โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_bn   โ”‚ (None, 7, 7, 576) โ”‚      2,304 โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_relu โ”‚ (None, 7, 7, 576) โ”‚          0 โ”‚ conv5_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_conv โ”‚ (None, 7, 7, 128) โ”‚     73,728 โ”‚ conv5_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_concat โ”‚ (None, 7, 7, 608) โ”‚          0 โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_bn   โ”‚ (None, 7, 7, 608) โ”‚      2,432 โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_relu โ”‚ (None, 7, 7, 608) โ”‚          0 โ”‚ conv5_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_conv โ”‚ (None, 7, 7, 128) โ”‚     77,824 โ”‚ conv5_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_concat โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_bn   โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_relu โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ conv5_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_conv โ”‚ (None, 7, 7, 128) โ”‚     81,920 โ”‚ conv5_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_concat โ”‚ (None, 7, 7, 672) โ”‚          0 โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_bn   โ”‚ (None, 7, 7, 672) โ”‚      2,688 โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_relu โ”‚ (None, 7, 7, 672) โ”‚          0 โ”‚ conv5_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_conv โ”‚ (None, 7, 7, 128) โ”‚     86,016 โ”‚ conv5_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_concat โ”‚ (None, 7, 7, 704) โ”‚          0 โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 704)       โ”‚          0 โ”‚ conv5_block6_conโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_6 (Dense)     โ”‚ (None, 1024)      โ”‚    721,920 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_7 (Dense)     โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_6[0][0]     โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ input_layer_3[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m9,408\u001b[0m โ”‚ zero_padding2d_2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ zero_padding2d_3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m8,192\u001b[0m โ”‚ conv2_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ conv2_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ conv2_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m20,480\u001b[0m โ”‚ conv2_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ conv2_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m24,576\u001b[0m โ”‚ conv2_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ conv2_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m28,672\u001b[0m โ”‚ conv2_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool2_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ pool2_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ conv3_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m20,480\u001b[0m โ”‚ conv3_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m24,576\u001b[0m โ”‚ conv3_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m28,672\u001b[0m โ”‚ conv3_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ conv3_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ conv3_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ conv3_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,280\u001b[0m โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block7_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m40,960\u001b[0m โ”‚ conv3_block7_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block7_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block7_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block7_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ conv3_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,408\u001b[0m โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block8_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m45,056\u001b[0m โ”‚ conv3_block8_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block8_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block8_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block8_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ conv3_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block9_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m49,152\u001b[0m โ”‚ conv3_block9_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block9_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block9_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block9_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ conv3_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,664\u001b[0m โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m53,248\u001b[0m โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ conv3_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m57,344\u001b[0m โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ conv3_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m61,440\u001b[0m โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block12_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool3_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m131,072\u001b[0m โ”‚ pool3_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool3_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ conv4_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,280\u001b[0m โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m40,960\u001b[0m โ”‚ conv4_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,408\u001b[0m โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m45,056\u001b[0m โ”‚ conv4_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ conv4_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m49,152\u001b[0m โ”‚ conv4_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ conv4_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,664\u001b[0m โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m53,248\u001b[0m โ”‚ conv4_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ conv4_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block7_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m57,344\u001b[0m โ”‚ conv4_block7_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block7_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block7_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block7_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ conv4_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block8_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m61,440\u001b[0m โ”‚ conv4_block8_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block8_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block8_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block8_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv4_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block9_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m65,536\u001b[0m โ”‚ conv4_block9_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block9_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block9_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block9_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m544\u001b[0m) โ”‚ โ”‚ conv4_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,176\u001b[0m โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m544\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m544\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m69,632\u001b[0m โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m) โ”‚ โ”‚ conv4_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,304\u001b[0m โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m576\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m73,728\u001b[0m โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m608\u001b[0m) โ”‚ โ”‚ conv4_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,432\u001b[0m โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m608\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m608\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m77,824\u001b[0m โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m640\u001b[0m) โ”‚ โ”‚ conv4_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m640\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m640\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m81,920\u001b[0m โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m672\u001b[0m) โ”‚ โ”‚ conv4_block13_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,688\u001b[0m โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m672\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m672\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m86,016\u001b[0m โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m704\u001b[0m) โ”‚ โ”‚ conv4_block14_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,816\u001b[0m โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m704\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m704\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m90,112\u001b[0m โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m736\u001b[0m) โ”‚ โ”‚ conv4_block15_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,944\u001b[0m โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m736\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m736\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m94,208\u001b[0m โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ conv4_block16_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,072\u001b[0m โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m98,304\u001b[0m โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m800\u001b[0m) โ”‚ โ”‚ conv4_block17_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,200\u001b[0m โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m800\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m800\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m102,400\u001b[0m โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m832\u001b[0m) โ”‚ โ”‚ conv4_block18_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,328\u001b[0m โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m832\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m832\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m106,496\u001b[0m โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m864\u001b[0m) โ”‚ โ”‚ conv4_block19_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,456\u001b[0m โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m864\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m864\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m110,592\u001b[0m โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m896\u001b[0m) โ”‚ โ”‚ conv4_block20_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,584\u001b[0m โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m896\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m896\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m928\u001b[0m) โ”‚ โ”‚ conv4_block21_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,712\u001b[0m โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m928\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m928\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m118,784\u001b[0m โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ conv4_block22_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m992\u001b[0m) โ”‚ โ”‚ conv4_block23_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,968\u001b[0m โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m992\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m992\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m126,976\u001b[0m โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block24_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block24_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool4_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m524,288\u001b[0m โ”‚ pool4_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool4_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m65,536\u001b[0m โ”‚ conv5_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) โ”‚ \u001b[38;5;34m2,176\u001b[0m โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m69,632\u001b[0m โ”‚ conv5_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) โ”‚ \u001b[38;5;34m2,304\u001b[0m โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m73,728\u001b[0m โ”‚ conv5_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) โ”‚ \u001b[38;5;34m2,432\u001b[0m โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m77,824\u001b[0m โ”‚ conv5_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m81,920\u001b[0m โ”‚ conv5_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) โ”‚ \u001b[38;5;34m2,688\u001b[0m โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m86,016\u001b[0m โ”‚ conv5_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m704\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_6 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m721,920\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_7 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 6,266,308 (23.90 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m6,266,308\u001b[0m (23.90 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 726,020 (2.77 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m726,020\u001b[0m (2.77 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 5,540,288 (21.13 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m5,540,288\u001b[0m (21.13 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import DenseNet121\n","from keras.layers import Dense, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","densenet121_model = DenseNet121(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=densenet121_model.input, outputs=densenet121_model.get_layer('conv5_block6_concat').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n"," \n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":30,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:30:11.115816Z","iopub.status.busy":"2024-06-02T19:30:11.115524Z","iopub.status.idle":"2024-06-02T19:32:11.682150Z","shell.execute_reply":"2024-06-02T19:32:11.681276Z","shell.execute_reply.started":"2024-06-02T19:30:11.115790Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 201ms/step - accuracy: 0.5920 - loss: 1.0541\n","Epoch 1: val_accuracy improved from -inf to 0.95513, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 477ms/step - accuracy: 0.5938 - loss: 1.0511 - val_accuracy: 0.9551 - val_loss: 0.3060 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 18ms/step - accuracy: 0.9477 - loss: 0.2619\n","Epoch 2: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 23ms/step - accuracy: 0.9482 - loss: 0.2599 - val_accuracy: 0.9551 - val_loss: 0.1563 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9822 - loss: 0.1057\n","Epoch 3: val_accuracy improved from 0.95513 to 0.95833, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 31ms/step - accuracy: 0.9822 - loss: 0.1056 - val_accuracy: 0.9583 - val_loss: 0.1307 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9896 - loss: 0.0647\n","Epoch 4: val_accuracy improved from 0.95833 to 0.96795, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 0.9894 - loss: 0.0648 - val_accuracy: 0.9679 - val_loss: 0.1139 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9919 - loss: 0.0586\n","Epoch 5: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9917 - loss: 0.0588 - val_accuracy: 0.9647 - val_loss: 0.1307 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9892 - loss: 0.0507\n","Epoch 6: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9892 - loss: 0.0507 - val_accuracy: 0.9679 - val_loss: 0.0943 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9848 - loss: 0.0455\n","Epoch 7: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9848 - loss: 0.0452 - val_accuracy: 0.9679 - val_loss: 0.0881 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9953 - loss: 0.0287\n","Epoch 8: val_accuracy improved from 0.96795 to 0.97115, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 31ms/step - accuracy: 0.9953 - loss: 0.0286 - val_accuracy: 0.9712 - val_loss: 0.0763 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9919 - loss: 0.0298\n","Epoch 9: val_accuracy improved from 0.97115 to 0.98397, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 0.9920 - loss: 0.0297 - val_accuracy: 0.9840 - val_loss: 0.0628 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9961 - loss: 0.0219\n","Epoch 10: val_accuracy improved from 0.98397 to 0.98718, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 37ms/step - accuracy: 0.9959 - loss: 0.0220 - val_accuracy: 0.9872 - val_loss: 0.0624 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9974 - loss: 0.0127\n","Epoch 11: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9974 - loss: 0.0127 - val_accuracy: 0.9840 - val_loss: 0.0734 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9963 - loss: 0.0182\n","Epoch 12: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9963 - loss: 0.0183 - val_accuracy: 0.9840 - val_loss: 0.0742 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9995 - loss: 0.0149\n","Epoch 13: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9994 - loss: 0.0148 - val_accuracy: 0.9808 - val_loss: 0.0613 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9992 - loss: 0.0073\n","Epoch 14: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9990 - loss: 0.0076 - val_accuracy: 0.9712 - val_loss: 0.0824 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9976 - loss: 0.0109\n","Epoch 15: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9976 - loss: 0.0109 - val_accuracy: 0.9776 - val_loss: 0.0632 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9986 - loss: 0.0083\n","Epoch 16: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 23ms/step - accuracy: 0.9986 - loss: 0.0083 - val_accuracy: 0.9872 - val_loss: 0.0592 - learning_rate: 0.0010\n","Epoch 17/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9995 - loss: 0.0071\n","Epoch 17: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9995 - loss: 0.0071 - val_accuracy: 0.9872 - val_loss: 0.0614 - learning_rate: 0.0010\n","Epoch 18/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0039\n","Epoch 18: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 1.0000 - loss: 0.0040 - val_accuracy: 0.9808 - val_loss: 0.0723 - learning_rate: 0.0010\n","Epoch 19/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0077\n","Epoch 19: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 1.0000 - loss: 0.0077 - val_accuracy: 0.9840 - val_loss: 0.0577 - learning_rate: 0.0010\n","Epoch 20/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9998 - loss: 0.0047\n","Epoch 20: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9998 - loss: 0.0047 - val_accuracy: 0.9872 - val_loss: 0.0634 - learning_rate: 0.0010\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:11.684254Z","iopub.status.busy":"2024-06-02T19:32:11.683927Z","iopub.status.idle":"2024-06-02T19:32:11.979900Z","shell.execute_reply":"2024-06-02T19:32:11.978944Z","shell.execute_reply.started":"2024-06-02T19:32:11.684227Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":32,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:11.982543Z","iopub.status.busy":"2024-06-02T19:32:11.982142Z","iopub.status.idle":"2024-06-02T19:32:12.206326Z","shell.execute_reply":"2024-06-02T19:32:12.205352Z","shell.execute_reply.started":"2024-06-02T19:32:11.982506Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### Xception"]},{"cell_type":"code","execution_count":33,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:24.573743Z","iopub.status.busy":"2024-06-02T19:32:24.572918Z","iopub.status.idle":"2024-06-02T19:32:26.420962Z","shell.execute_reply":"2024-06-02T19:32:26.420121Z","shell.execute_reply.started":"2024-06-02T19:32:24.573712Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/xception/xception_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m83683744/83683744\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_19\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_19\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_4       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1        โ”‚ (None, 111, 111,  โ”‚        864 โ”‚ input_layer_4[0]โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_bn     โ”‚ (None, 111, 111,  โ”‚        128 โ”‚ block1_conv1[0][โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_act    โ”‚ (None, 111, 111,  โ”‚          0 โ”‚ block1_conv1_bn[โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2        โ”‚ (None, 109, 109,  โ”‚     18,432 โ”‚ block1_conv1_actโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_bn     โ”‚ (None, 109, 109,  โ”‚        256 โ”‚ block1_conv2[0][โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_act    โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ block1_conv2_bn[โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1     โ”‚ (None, 109, 109,  โ”‚      8,768 โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1_bn  โ”‚ (None, 109, 109,  โ”‚        512 โ”‚ block2_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_act โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ block2_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2     โ”‚ (None, 109, 109,  โ”‚     17,536 โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_bn  โ”‚ (None, 109, 109,  โ”‚        512 โ”‚ block2_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d (Conv2D)     โ”‚ (None, 55, 55,    โ”‚      8,192 โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool         โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization โ”‚ (None, 55, 55,    โ”‚        512 โ”‚ conv2d[0][0]      โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add (Add)           โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ block2_pool[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_act โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ add[0][0]         โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1     โ”‚ (None, 55, 55,    โ”‚     33,920 โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_bn  โ”‚ (None, 55, 55,    โ”‚      1,024 โ”‚ block3_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_act โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2     โ”‚ (None, 55, 55,    โ”‚     67,840 โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_bn  โ”‚ (None, 55, 55,    โ”‚      1,024 โ”‚ block3_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_1 (Conv2D)   โ”‚ (None, 28, 28,    โ”‚     32,768 โ”‚ add[0][0]         โ”‚\n","โ”‚                     โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool         โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 28, 28,    โ”‚      1,024 โ”‚ conv2d_1[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_1 (Add)         โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3_pool[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚ 256)              โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_act โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ add_1[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1     โ”‚ (None, 28, 28,    โ”‚    188,672 โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_bn  โ”‚ (None, 28, 28,    โ”‚      2,912 โ”‚ block4_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_act โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2     โ”‚ (None, 28, 28,    โ”‚    536,536 โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_bn  โ”‚ (None, 28, 28,    โ”‚      2,912 โ”‚ block4_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_2 (Conv2D)   โ”‚ (None, 14, 14,    โ”‚    186,368 โ”‚ add_1[0][0]       โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ conv2d_2[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_2 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4_pool[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_2[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block5_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block5_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block5_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_3 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_2[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_3[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block6_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block6_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block6_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_4 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_3[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_4[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block7_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block7_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block7_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_5 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_4[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_5[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block8_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block8_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block8_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_6 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_5[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_6[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block9_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block9_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block9_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_7 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_6[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_7[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_8 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_7[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_8[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_9 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_8[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_9[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_10 (Add)        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_9[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_10[0][0]      โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2    โ”‚ (None, 14, 14,    โ”‚    752,024 โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_3 (Conv2D)   โ”‚ (None, 7, 7,      โ”‚    745,472 โ”‚ add_10[0][0]      โ”‚\n","โ”‚                     โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_pool        โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 7, 7,      โ”‚      4,096 โ”‚ conv2d_3[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_11 (Add)        โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block13_pool[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 1024)             โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1    โ”‚ (None, 7, 7,      โ”‚  1,582,080 โ”‚ add_11[0][0]      โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 1536)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_bn โ”‚ (None, 7, 7,      โ”‚      6,144 โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1536)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_aโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1536)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2    โ”‚ (None, 7, 7,      โ”‚  3,159,552 โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_bn โ”‚ (None, 7, 7,      โ”‚      8,192 โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_aโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 2048)      โ”‚          0 โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_8 (Dense)     โ”‚ (None, 1024)      โ”‚  2,098,176 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_9 (Dense)     โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_8[0][0]     โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m864\u001b[0m โ”‚ input_layer_4[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1_conv1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1_conv1_bn[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ block1_conv1_actโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ block1_conv2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1_conv2_bn[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m8,768\u001b[0m โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ block2_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m17,536\u001b[0m โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ block2_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m8,192\u001b[0m โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2d[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m33,920\u001b[0m โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block3_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m67,840\u001b[0m โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block3_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2d_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_1 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m188,672\u001b[0m โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block4_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block4_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m186,368\u001b[0m โ”‚ add_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ conv2d_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_2 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block5_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block5_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block5_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_3 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block6_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block6_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block6_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_4 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block7_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block7_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block7_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_5 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block8_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block8_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block8_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_6 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block9_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block9_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block9_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_7 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_8 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_9 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_10 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m752,024\u001b[0m โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m745,472\u001b[0m โ”‚ add_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv2d_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_11 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block13_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m1,582,080\u001b[0m โ”‚ add_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1536\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m6,144\u001b[0m โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1536\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1536\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m3,159,552\u001b[0m โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m8,192\u001b[0m โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_8 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m2,098,176\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_9 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 22,963,756 (87.60 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m22,963,756\u001b[0m (87.60 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 2,102,276 (8.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,102,276\u001b[0m (8.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 20,861,480 (79.58 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m20,861,480\u001b[0m (79.58 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import Xception\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","xception_model = Xception(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=xception_model.input, outputs=xception_model.get_layer('block14_sepconv2_act').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":34,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:26.423495Z","iopub.status.busy":"2024-06-02T19:32:26.422851Z","iopub.status.idle":"2024-06-02T19:33:41.180546Z","shell.execute_reply":"2024-06-02T19:33:41.179518Z","shell.execute_reply.started":"2024-06-02T19:32:26.423457Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 84ms/step - accuracy: 0.6079 - loss: 1.8533\n","Epoch 1: val_accuracy improved from -inf to 0.92949, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m31s\u001b[0m 193ms/step - accuracy: 0.6095 - loss: 1.8443 - val_accuracy: 0.9295 - val_loss: 0.2185 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9371 - loss: 0.1665\n","Epoch 2: val_accuracy did not improve from 0.92949\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9374 - loss: 0.1658 - val_accuracy: 0.9295 - val_loss: 0.1814 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - accuracy: 0.9830 - loss: 0.0646\n","Epoch 3: val_accuracy improved from 0.92949 to 0.94551, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 0.9828 - loss: 0.0649 - val_accuracy: 0.9455 - val_loss: 0.1630 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9847 - loss: 0.0510\n","Epoch 4: val_accuracy did not improve from 0.94551\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9846 - loss: 0.0510 - val_accuracy: 0.9327 - val_loss: 0.2116 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9840 - loss: 0.0613\n","Epoch 5: val_accuracy improved from 0.94551 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 0.9838 - loss: 0.0615 - val_accuracy: 0.9487 - val_loss: 0.1465 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9873 - loss: 0.0497\n","Epoch 6: val_accuracy improved from 0.94872 to 0.96795, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 0.9874 - loss: 0.0493 - val_accuracy: 0.9679 - val_loss: 0.1079 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9963 - loss: 0.0124\n","Epoch 7: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9963 - loss: 0.0125 - val_accuracy: 0.9423 - val_loss: 0.1649 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0087\n","Epoch 8: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0086 - val_accuracy: 0.9551 - val_loss: 0.1174 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0037\n","Epoch 9: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0037 - val_accuracy: 0.9679 - val_loss: 0.0934 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0017\n","Epoch 10: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0017 - val_accuracy: 0.9679 - val_loss: 0.0809 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0015\n","Epoch 11: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0015 - val_accuracy: 0.9615 - val_loss: 0.0903 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0014\n","Epoch 12: val_accuracy improved from 0.96795 to 0.97115, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 1.0000 - loss: 0.0014 - val_accuracy: 0.9712 - val_loss: 0.0815 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 8.8500e-04\n","Epoch 13: val_accuracy did not improve from 0.97115\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 8.8887e-04 - val_accuracy: 0.9712 - val_loss: 0.0808 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0011\n","Epoch 14: val_accuracy improved from 0.97115 to 0.97436, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 1.0000 - loss: 0.0011 - val_accuracy: 0.9744 - val_loss: 0.0794 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 7.3452e-04\n","Epoch 15: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 7.3551e-04 - val_accuracy: 0.9744 - val_loss: 0.0830 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 8.4919e-04\n","Epoch 16: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 8.4376e-04 - val_accuracy: 0.9744 - val_loss: 0.0758 - learning_rate: 0.0010\n","Epoch 17/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 5.9995e-04\n","Epoch 17: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 6.0219e-04 - val_accuracy: 0.9744 - val_loss: 0.0812 - learning_rate: 0.0010\n","Epoch 18/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 6.9812e-04\n","Epoch 18: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 6.9653e-04 - val_accuracy: 0.9744 - val_loss: 0.0786 - learning_rate: 0.0010\n","Epoch 19/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 6.1500e-04\n","Epoch 19: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 6.1245e-04 - val_accuracy: 0.9679 - val_loss: 0.0876 - learning_rate: 0.0010\n","Epoch 20/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 5.2658e-04\n","Epoch 20: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 5.2585e-04 - val_accuracy: 0.9712 - val_loss: 0.0816 - learning_rate: 0.0010\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":35,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:41.183258Z","iopub.status.busy":"2024-06-02T19:33:41.182937Z","iopub.status.idle":"2024-06-02T19:33:41.394258Z","shell.execute_reply":"2024-06-02T19:33:41.393272Z","shell.execute_reply.started":"2024-06-02T19:33:41.183231Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":36,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:41.395759Z","iopub.status.busy":"2024-06-02T19:33:41.395461Z","iopub.status.idle":"2024-06-02T19:33:41.599187Z","shell.execute_reply":"2024-06-02T19:33:41.598230Z","shell.execute_reply.started":"2024-06-02T19:33:41.395733Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### Inception"]},{"cell_type":"code","execution_count":37,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:41.601573Z","iopub.status.busy":"2024-06-02T19:33:41.601309Z","iopub.status.idle":"2024-06-02T19:33:44.582677Z","shell.execute_reply":"2024-06-02T19:33:44.581804Z","shell.execute_reply.started":"2024-06-02T19:33:41.601551Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m87910968/87910968\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_23\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_23\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_5       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_4 (Conv2D)   โ”‚ (None, 111, 111,  โ”‚        864 โ”‚ input_layer_5[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 111, 111,  โ”‚         96 โ”‚ conv2d_4[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation          โ”‚ (None, 111, 111,  โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_5 (Conv2D)   โ”‚ (None, 109, 109,  โ”‚      9,216 โ”‚ activation[0][0]  โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 109, 109,  โ”‚         96 โ”‚ conv2d_5[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_1        โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_6 (Conv2D)   โ”‚ (None, 109, 109,  โ”‚     18,432 โ”‚ activation_1[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 109, 109,  โ”‚        192 โ”‚ conv2d_6[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_2        โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d       โ”‚ (None, 54, 54,    โ”‚          0 โ”‚ activation_2[0][โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_7 (Conv2D)   โ”‚ (None, 54, 54,    โ”‚      5,120 โ”‚ max_pooling2d[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 54, 54,    โ”‚        240 โ”‚ conv2d_7[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_3        โ”‚ (None, 54, 54,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_8 (Conv2D)   โ”‚ (None, 52, 52,    โ”‚    138,240 โ”‚ activation_3[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 52, 52,    โ”‚        576 โ”‚ conv2d_8[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_4        โ”‚ (None, 52, 52,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_1     โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_4[0][โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_12 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     12,288 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_12[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_8        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_10 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚      9,216 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_13 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_8[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        144 โ”‚ conv2d_10[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_13[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_6        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_9        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d   โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_9 (Conv2D)   โ”‚ (None, 25, 25,    โ”‚     12,288 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_11 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     76,800 โ”‚ activation_6[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_14 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     82,944 โ”‚ activation_9[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_15 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚      6,144 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_9[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_11[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_14[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚         96 โ”‚ conv2d_15[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_5        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_7        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_10       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_11       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed0              โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_5[0][โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 256)              โ”‚            โ”‚ activation_7[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_10[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_11[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_19 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     16,384 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_19[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_15       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_17 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     12,288 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_20 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_15[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        144 โ”‚ conv2d_17[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_20[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_13       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_16       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_1 โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_16 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     16,384 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_18 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     76,800 โ”‚ activation_13[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_21 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     82,944 โ”‚ activation_16[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_22 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     16,384 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_16[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_18[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_21[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_22[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_12       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_14       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_17       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_18       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed1              โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_12[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ activation_14[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_17[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_18[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_26 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_26[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_22       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_24 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     13,824 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_27 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_22[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        144 โ”‚ conv2d_24[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_27[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_20       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_23       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_2 โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_23 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_25 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     76,800 โ”‚ activation_20[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_28 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     82,944 โ”‚ activation_23[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_29 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_23[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_25[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_28[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_29[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_19       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_21       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_24       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_25       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed2              โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_19[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ activation_21[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_24[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_25[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_31 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ mixed2[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_31[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_27       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_32 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_27[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_32[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_28       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_30 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    995,328 โ”‚ mixed2[0][0]      โ”‚\n","โ”‚                     โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_33 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚     82,944 โ”‚ activation_28[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚      1,152 โ”‚ conv2d_30[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        288 โ”‚ conv2d_33[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_26       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_29       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_2     โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed2[0][0]      โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed3              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_26[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_29[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ max_pooling2d_2[โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_38 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚     98,304 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_38[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_34       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_39 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_34[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_39[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_35       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_35 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚     98,304 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_40 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_35[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_35[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_40[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_31       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_36       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_36 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_31[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_41 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_36[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_36[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_41[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_32       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_37       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_3 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_34 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_37 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    172,032 โ”‚ activation_32[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_42 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    172,032 โ”‚ activation_37[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_43 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_34[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_37[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_42[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_43[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_30       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_33       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_38       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_39       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed4              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_30[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_33[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_38[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_39[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_48 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_48[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_44       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_49 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_44[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_49[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_45       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_45 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_50 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_45[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_45[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_50[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_41       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_46       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_46 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_41[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_51 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_46[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_46[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_51[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_42       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_47       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_4 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_44 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_47 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_42[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_52 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_47[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_53 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_44[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_47[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_52[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_53[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_40       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_43       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_48       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_49       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed5              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_40[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_43[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_48[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_49[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_58 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_58[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_54       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_59 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_54[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_59[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_55       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_55 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_60 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_55[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_55[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_60[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_51       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_56       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_56 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_51[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_61 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_56[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_56[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_61[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_52       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_57       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_5 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_54 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_57 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_52[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_62 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_57[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_63 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_54[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_57[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_62[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_63[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_50       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_53       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_58       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_59       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed6              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_50[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_53[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_58[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_59[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_68 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_68[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_64       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_69 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_64[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_69[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_65       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_65 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_70 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_65[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_65[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_70[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_61       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_66       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_66 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_61[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_71 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_66[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_66[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_71[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_62       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_67       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_6 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_64 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_67 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_62[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_72 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_67[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_73 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_64[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_67[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_72[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_73[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_60       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_63       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_68       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_69       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed7              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_60[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_63[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_68[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_69[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_76 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed7[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_76[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_72       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_77 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_72[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_77[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_73       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_74 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed7[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_78 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_73[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_74[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_78[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_70       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_74       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_75 (Conv2D)  โ”‚ (None, 5, 5, 320) โ”‚    552,960 โ”‚ activation_70[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_79 (Conv2D)  โ”‚ (None, 5, 5, 192) โ”‚    331,776 โ”‚ activation_74[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 320) โ”‚        960 โ”‚ conv2d_75[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 192) โ”‚        576 โ”‚ conv2d_79[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_71       โ”‚ (None, 5, 5, 320) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_75       โ”‚ (None, 5, 5, 192) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_3     โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ mixed7[0][0]      โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed8              โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ activation_71[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 1280)             โ”‚            โ”‚ activation_75[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ max_pooling2d_3[โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_84 (Conv2D)  โ”‚ (None, 5, 5, 448) โ”‚    573,440 โ”‚ mixed8[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 448) โ”‚      1,344 โ”‚ conv2d_84[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_80       โ”‚ (None, 5, 5, 448) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_81 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    491,520 โ”‚ mixed8[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_85 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚  1,548,288 โ”‚ activation_80[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_81[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_85[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_77       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_81       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_82 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_77[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_83 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_77[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_86 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_81[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_87 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_81[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_7 โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ mixed8[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 1280)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_80 (Conv2D)  โ”‚ (None, 5, 5, 320) โ”‚    409,600 โ”‚ mixed8[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_82[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_83[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_86[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_87[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_88 (Conv2D)  โ”‚ (None, 5, 5, 192) โ”‚    245,760 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 320) โ”‚        960 โ”‚ conv2d_80[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_78       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_79       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_82       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_83       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 192) โ”‚        576 โ”‚ conv2d_88[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_76       โ”‚ (None, 5, 5, 320) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_0            โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_78[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_79[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate         โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_82[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_83[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_84       โ”‚ (None, 5, 5, 192) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9              โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ activation_76[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 2048)             โ”‚            โ”‚ mixed9_0[0][0],   โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ concatenate[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_84[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_93 (Conv2D)  โ”‚ (None, 5, 5, 448) โ”‚    917,504 โ”‚ mixed9[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 448) โ”‚      1,344 โ”‚ conv2d_93[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_89       โ”‚ (None, 5, 5, 448) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_90 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    786,432 โ”‚ mixed9[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_94 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚  1,548,288 โ”‚ activation_89[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_90[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_94[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_86       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_90       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_91 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_86[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_92 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_86[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_95 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_90[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_96 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_90[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_8 โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ mixed9[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_89 (Conv2D)  โ”‚ (None, 5, 5, 320) โ”‚    655,360 โ”‚ mixed9[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_91[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_92[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_95[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_96[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_97 (Conv2D)  โ”‚ (None, 5, 5, 192) โ”‚    393,216 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 320) โ”‚        960 โ”‚ conv2d_89[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_87       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_88       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_91       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_92       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 192) โ”‚        576 โ”‚ conv2d_97[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_85       โ”‚ (None, 5, 5, 320) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_1            โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_87[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_88[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate_1       โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_91[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_92[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_93       โ”‚ (None, 5, 5, 192) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed10             โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ activation_85[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 2048)             โ”‚            โ”‚ mixed9_1[0][0],   โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ concatenate_1[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_93[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 2048)      โ”‚          0 โ”‚ mixed10[0][0]     โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_10 (Dense)    โ”‚ (None, 1024)      โ”‚  2,098,176 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_11 (Dense)    โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_10[0][0]    โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m864\u001b[0m โ”‚ input_layer_5[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m96\u001b[0m โ”‚ conv2d_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ activation[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m96\u001b[0m โ”‚ conv2d_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m5,120\u001b[0m โ”‚ max_pooling2d[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m240\u001b[0m โ”‚ conv2d_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, โ”‚ \u001b[38;5;34m138,240\u001b[0m โ”‚ activation_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_12 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_8 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m144\u001b[0m โ”‚ conv2d_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_9 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_11 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ activation_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m6,144\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m96\u001b[0m โ”‚ conv2d_15[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_7 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_10 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_11 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed0 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ activation_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_10[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_11[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_19 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_19[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_15 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_17 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_20 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_15[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m144\u001b[0m โ”‚ conv2d_17[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_20[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_13 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_16 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ activation_13[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_21 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_16[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_22 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_16[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_18[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_21[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_22[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_12 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_14 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_17 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_18 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_12[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ activation_14[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_17[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_18[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_26 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_26[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_22 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_24 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_27 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_22[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m144\u001b[0m โ”‚ conv2d_24[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_27[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_20 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_23 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_23 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_25 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ activation_20[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_28 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_23[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_29 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_23[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_25[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_28[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_29[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_19 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_21 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_24 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_25 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_19[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ activation_21[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_24[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_25[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_31 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_31[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_27 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_32 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_27[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_32[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_28 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_30 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m995,328\u001b[0m โ”‚ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_33 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_28[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_30[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_33[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_26 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_29 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_26[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_29[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ max_pooling2d_2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_38 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m98,304\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_38[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_34 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_39 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_34[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_39[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_35 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_35 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m98,304\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_40 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_35[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_35[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_40[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_31 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_36 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_36 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_31[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_41 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_36[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_36[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_41[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_32 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_37 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_34 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_37 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m172,032\u001b[0m โ”‚ activation_32[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_42 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m172,032\u001b[0m โ”‚ activation_37[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_43 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_34[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_37[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_42[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_43[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_30 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_33 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_38 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_39 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_30[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_33[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_38[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_39[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_48 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_48[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_44 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_49 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_44[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_49[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_45 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_45 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_50 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_45[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_45[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_50[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_41 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_46 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_46 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_41[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_51 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_46[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_46[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_51[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_42 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_47 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_44 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_47 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_42[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_52 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_47[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_53 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_44[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_47[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_52[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_53[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_40 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_43 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_48 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_49 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_40[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_43[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_48[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_49[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_58 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_58[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_54 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_59 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_54[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_59[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_55 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_55 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_60 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_55[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_55[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_60[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_51 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_56 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_56 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_51[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_61 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_56[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_56[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_61[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_52 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_57 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_54 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_57 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_52[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_62 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_57[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_63 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_54[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_57[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_62[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_63[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_50 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_53 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_58 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_59 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_50[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_53[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_58[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_59[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_68 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_68[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_64 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_69 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_64[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_69[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_65 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_65 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_70 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_65[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_65[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_70[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_61 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_66 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_66 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_61[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_71 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_66[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_66[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_71[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_62 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_67 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_64 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_67 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_62[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_72 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_67[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_73 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_64[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_67[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_72[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_73[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_60 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_63 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_68 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_69 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed7 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_60[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_63[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_68[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_69[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_76 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_76[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_72 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_77 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_72[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_77[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_73 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_74 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_78 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_73[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_74[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_78[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_70 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_74 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_75 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m552,960\u001b[0m โ”‚ activation_70[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_79 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m331,776\u001b[0m โ”‚ activation_74[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m โ”‚ conv2d_75[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_79[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_71 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_75 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed8 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_71[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m1280\u001b[0m) โ”‚ โ”‚ activation_75[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ max_pooling2d_3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_84 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m573,440\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m1,344\u001b[0m โ”‚ conv2d_84[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_80 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_81 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m491,520\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_85 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,548,288\u001b[0m โ”‚ activation_80[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_81[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_85[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_77 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_81 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_82 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_77[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_83 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_77[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_86 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_81[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_87 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_81[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_7 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m1280\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_80 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m409,600\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_82[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_83[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_86[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_87[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_88 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m245,760\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m โ”‚ conv2d_80[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_78 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_79 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_82 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_83 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_88[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_76 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_0 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_78[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_79[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_82[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_83[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_84 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_76[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ mixed9_0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_84[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_93 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m917,504\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m1,344\u001b[0m โ”‚ conv2d_93[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_89 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_90 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m786,432\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_94 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,548,288\u001b[0m โ”‚ activation_89[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_90[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_94[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_86 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_90 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_91 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_86[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_92 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_86[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_95 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_90[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_96 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_90[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_8 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_89 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m655,360\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_91[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_92[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_95[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_96[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_97 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m393,216\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m โ”‚ conv2d_89[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_87 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_88 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_91 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_92 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_97[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_85 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_87[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_88[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_91[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_92[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_93 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed10 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_85[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ mixed9_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ concatenate_1[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_93[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_10 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m2,098,176\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_11 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 23,905,060 (91.19 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m23,905,060\u001b[0m (91.19 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 2,102,276 (8.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,102,276\u001b[0m (8.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 21,802,784 (83.17 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m21,802,784\u001b[0m (83.17 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import InceptionV3\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","inception_model = InceptionV3(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=inception_model.input, outputs=inception_model.get_layer('mixed10').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":38,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:44.583955Z","iopub.status.busy":"2024-06-02T19:33:44.583696Z","iopub.status.idle":"2024-06-02T19:35:21.220635Z","shell.execute_reply":"2024-06-02T19:35:21.219714Z","shell.execute_reply.started":"2024-06-02T19:33:44.583932Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 151ms/step - accuracy: 0.4489 - loss: 4.1385\n","Epoch 1: val_accuracy improved from -inf to 0.74359, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m56s\u001b[0m 360ms/step - accuracy: 0.4504 - loss: 4.1362 - val_accuracy: 0.7436 - val_loss: 3.4895 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 14ms/step - accuracy: 0.7611 - loss: 3.1480\n","Epoch 2: val_accuracy improved from 0.74359 to 0.75000, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 29ms/step - accuracy: 0.7610 - loss: 3.1499 - val_accuracy: 0.7500 - val_loss: 3.5080 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8151 - loss: 2.7729\n","Epoch 3: val_accuracy improved from 0.75000 to 0.75321, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.8137 - loss: 2.7930 - val_accuracy: 0.7532 - val_loss: 3.4098 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8011 - loss: 2.4720\n","Epoch 4: val_accuracy improved from 0.75321 to 0.90064, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.8021 - loss: 2.4486 - val_accuracy: 0.9006 - val_loss: 0.2559 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9339 - loss: 0.1636\n","Epoch 5: val_accuracy improved from 0.90064 to 0.90705, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.9341 - loss: 0.1633 - val_accuracy: 0.9071 - val_loss: 0.2513 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9752 - loss: 0.0723\n","Epoch 6: val_accuracy improved from 0.90705 to 0.92308, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.9750 - loss: 0.0727 - val_accuracy: 0.9231 - val_loss: 0.2015 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9724 - loss: 0.0657\n","Epoch 7: val_accuracy did not improve from 0.92308\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 0.9724 - loss: 0.0656 - val_accuracy: 0.9167 - val_loss: 0.2433 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9693 - loss: 0.0675\n","Epoch 8: val_accuracy improved from 0.92308 to 0.93590, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.9694 - loss: 0.0686 - val_accuracy: 0.9359 - val_loss: 0.1906 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9734 - loss: 0.0495\n","Epoch 9: val_accuracy did not improve from 0.93590\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 0.9734 - loss: 0.0497 - val_accuracy: 0.9071 - val_loss: 0.3053 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9846 - loss: 0.0386\n","Epoch 10: val_accuracy improved from 0.93590 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 29ms/step - accuracy: 0.9847 - loss: 0.0385 - val_accuracy: 0.9487 - val_loss: 0.1989 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0106\n","Epoch 11: val_accuracy did not improve from 0.94872\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0106 - val_accuracy: 0.9295 - val_loss: 0.2147 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0046\n","Epoch 12: val_accuracy improved from 0.94872 to 0.95833, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 1.0000 - loss: 0.0046 - val_accuracy: 0.9583 - val_loss: 0.1570 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0026\n","Epoch 13: val_accuracy did not improve from 0.95833\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0026 - val_accuracy: 0.9359 - val_loss: 0.1815 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 14ms/step - accuracy: 1.0000 - loss: 0.0051\n","Epoch 14: val_accuracy improved from 0.95833 to 0.96474, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 1.0000 - loss: 0.0051 - val_accuracy: 0.9647 - val_loss: 0.1521 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0029\n","Epoch 15: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0029 - val_accuracy: 0.9647 - val_loss: 0.1487 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0015\n","Epoch 16: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0015 - val_accuracy: 0.9647 - val_loss: 0.1475 - learning_rate: 0.0010\n","Epoch 17/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0011\n","Epoch 17: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0011 - val_accuracy: 0.9583 - val_loss: 0.1528 - learning_rate: 0.0010\n","Epoch 18/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 12ms/step - accuracy: 1.0000 - loss: 0.0012\n","Epoch 18: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0012 - val_accuracy: 0.9583 - val_loss: 0.1432 - learning_rate: 0.0010\n","Epoch 19/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 12ms/step - accuracy: 1.0000 - loss: 0.0012\n","Epoch 19: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0012 - val_accuracy: 0.9583 - val_loss: 0.1547 - learning_rate: 0.0010\n","Epoch 20/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0011\n","Epoch 20: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0011 - val_accuracy: 0.9519 - val_loss: 0.1727 - learning_rate: 0.0010\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":39,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:21.222659Z","iopub.status.busy":"2024-06-02T19:35:21.222385Z","iopub.status.idle":"2024-06-02T19:35:21.460012Z","shell.execute_reply":"2024-06-02T19:35:21.459030Z","shell.execute_reply.started":"2024-06-02T19:35:21.222636Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":40,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:21.461560Z","iopub.status.busy":"2024-06-02T19:35:21.461268Z","iopub.status.idle":"2024-06-02T19:35:21.755211Z","shell.execute_reply":"2024-06-02T19:35:21.754277Z","shell.execute_reply.started":"2024-06-02T19:35:21.461534Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### EfficientNetB7"]},{"cell_type":"code","execution_count":41,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:21.756939Z","iopub.status.busy":"2024-06-02T19:35:21.756576Z","iopub.status.idle":"2024-06-02T19:35:30.644926Z","shell.execute_reply":"2024-06-02T19:35:30.644140Z","shell.execute_reply.started":"2024-06-02T19:35:21.756905Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/keras-applications/efficientnetb7_notop.h5\n","\u001b[1m258076736/258076736\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_27\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_27\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_6       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_2         โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ input_layer_6[0]โ€ฆ โ”‚\n","โ”‚ (Rescaling)         โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ normalization       โ”‚ (None, 224, 224,  โ”‚          7 โ”‚ rescaling_2[0][0] โ”‚\n","โ”‚ (Normalization)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_3         โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ normalization[0]โ€ฆ โ”‚\n","โ”‚ (Rescaling)         โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv_pad       โ”‚ (None, 225, 225,  โ”‚          0 โ”‚ rescaling_3[0][0] โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv (Conv2D)  โ”‚ (None, 112, 112,  โ”‚      1,728 โ”‚ stem_conv_pad[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_bn             โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ stem_conv[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_activation     โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ stem_bn[0][0]     โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_dwconv      โ”‚ (None, 112, 112,  โ”‚        576 โ”‚ stem_activation[โ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_bn          โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ block1a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_squeeze  โ”‚ (None, 64)        โ”‚          0 โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reshape  โ”‚ (None, 1, 1, 64)  โ”‚          0 โ”‚ block1a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reduce   โ”‚ (None, 1, 1, 16)  โ”‚      1,040 โ”‚ block1a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_expand   โ”‚ (None, 1, 1, 64)  โ”‚      1,088 โ”‚ block1a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 64)               โ”‚            โ”‚ block1a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      2,048 โ”‚ block1a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_dwconv      โ”‚ (None, 112, 112,  โ”‚        288 โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_bn          โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_squeeze  โ”‚ (None, 32)        โ”‚          0 โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reshape  โ”‚ (None, 1, 1, 32)  โ”‚          0 โ”‚ block1b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚        264 โ”‚ block1b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_expand   โ”‚ (None, 1, 1, 32)  โ”‚        288 โ”‚ block1b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 32)               โ”‚            โ”‚ block1b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      1,024 โ”‚ block1b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_drop        โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_add (Add)   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_dwconv      โ”‚ (None, 112, 112,  โ”‚        288 โ”‚ block1b_add[0][0] โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_bn          โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_squeeze  โ”‚ (None, 32)        โ”‚          0 โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reshape  โ”‚ (None, 1, 1, 32)  โ”‚          0 โ”‚ block1c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚        264 โ”‚ block1c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_expand   โ”‚ (None, 1, 1, 32)  โ”‚        288 โ”‚ block1c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 32)               โ”‚            โ”‚ block1c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      1,024 โ”‚ block1c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_drop        โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_add (Add)   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚ block1b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_dwconv      โ”‚ (None, 112, 112,  โ”‚        288 โ”‚ block1c_add[0][0] โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_bn          โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_squeeze  โ”‚ (None, 32)        โ”‚          0 โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reshape  โ”‚ (None, 1, 1, 32)  โ”‚          0 โ”‚ block1d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚        264 โ”‚ block1d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_expand   โ”‚ (None, 1, 1, 32)  โ”‚        288 โ”‚ block1d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 32)               โ”‚            โ”‚ block1d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      1,024 โ”‚ block1d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_drop        โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_add (Add)   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚ block1c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_conv โ”‚ (None, 112, 112,  โ”‚      6,144 โ”‚ block1d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_bn   โ”‚ (None, 112, 112,  โ”‚        768 โ”‚ block2a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_actโ€ฆ โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block2a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv_pad  โ”‚ (None, 113, 113,  โ”‚          0 โ”‚ block2a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv      โ”‚ (None, 56, 56,    โ”‚      1,728 โ”‚ block2a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_bn          โ”‚ (None, 56, 56,    โ”‚        768 โ”‚ block2a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_squeeze  โ”‚ (None, 192)       โ”‚          0 โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reshape  โ”‚ (None, 1, 1, 192) โ”‚          0 โ”‚ block2a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚      1,544 โ”‚ block2a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_expand   โ”‚ (None, 1, 1, 192) โ”‚      1,728 โ”‚ block2a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 192)              โ”‚            โ”‚ block2a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚      9,216 โ”‚ block2a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block3a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block3a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv_pad  โ”‚ (None, 59, 59,    โ”‚          0 โ”‚ block3a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv      โ”‚ (None, 28, 28,    โ”‚      7,200 โ”‚ block3a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_bn          โ”‚ (None, 28, 28,    โ”‚      1,152 โ”‚ block3a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block3a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block3a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block3a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block3a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     23,040 โ”‚ block3a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block4a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block4a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv_pad  โ”‚ (None, 29, 29,    โ”‚          0 โ”‚ block4a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv      โ”‚ (None, 14, 14,    โ”‚      4,320 โ”‚ block4a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_bn          โ”‚ (None, 14, 14,    โ”‚      1,920 โ”‚ block4a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block4a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block4a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block4a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block4a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     76,800 โ”‚ block4a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4h_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4h_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4h_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4h_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4h_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4h_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4h_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4g_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4h_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4i_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4i_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4i_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4i_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4i_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4i_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4i_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4h_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4i_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4j_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4j_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4j_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4j_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4j_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4j_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4j_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4i_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4j_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block5a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_dwconv      โ”‚ (None, 14, 14,    โ”‚     24,000 โ”‚ block5a_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block5a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block5a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block5a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block5a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block5a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    215,040 โ”‚ block5a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5h_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5h_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5h_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5h_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5h_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5h_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5h_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5g_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5h_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5i_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5i_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5i_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5i_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5i_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5i_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5i_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5h_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5i_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5j_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5j_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5j_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5j_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5j_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5j_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5j_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5i_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5j_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block6a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv_pad  โ”‚ (None, 17, 17,    โ”‚          0 โ”‚ block6a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv      โ”‚ (None, 7, 7,      โ”‚     33,600 โ”‚ block6a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_bn          โ”‚ (None, 7, 7,      โ”‚      5,376 โ”‚ block6a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block6a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block6a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block6a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    516,096 โ”‚ block6a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6h_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6h_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6h_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6h_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6h_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6h_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6h_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6h_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6h_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6h_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6g_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6h_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6i_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6i_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6i_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6i_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6i_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6i_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6i_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6i_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6i_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6i_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6h_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6i_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6j_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6j_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6j_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6j_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6j_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6j_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6j_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6j_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6j_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6j_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6i_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6j_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6k_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6k_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6k_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6k_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6k_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6k_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6k_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6k_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6k_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6k_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6k_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6j_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6k_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6l_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6l_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6l_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6l_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6l_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6l_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6l_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6l_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6l_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6l_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6l_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6k_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6l_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6m_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6m_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6m_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6m_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6m_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6m_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6m_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6m_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6m_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6m_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6m_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6l_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6m_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block7a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_dwconv      โ”‚ (None, 7, 7,      โ”‚     20,736 โ”‚ block7a_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block7a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block7a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block7a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block7a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  1,474,560 โ”‚ block7a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_conv โ”‚ (None, 7, 7,      โ”‚  2,457,600 โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_bn   โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_dwconv      โ”‚ (None, 7, 7,      โ”‚     34,560 โ”‚ block7b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_bn          โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_squeeze  โ”‚ (None, 3840)      โ”‚          0 โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reduce   โ”‚ (None, 1, 1, 160) โ”‚    614,560 โ”‚ block7b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_expand   โ”‚ (None, 1, 1,      โ”‚    618,240 โ”‚ block7b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 3840)             โ”‚            โ”‚ block7b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  2,457,600 โ”‚ block7b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_drop        โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_add (Add)   โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_conv โ”‚ (None, 7, 7,      โ”‚  2,457,600 โ”‚ block7b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_bn   โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_dwconv      โ”‚ (None, 7, 7,      โ”‚     34,560 โ”‚ block7c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_bn          โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_squeeze  โ”‚ (None, 3840)      โ”‚          0 โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reduce   โ”‚ (None, 1, 1, 160) โ”‚    614,560 โ”‚ block7c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_expand   โ”‚ (None, 1, 1,      โ”‚    618,240 โ”‚ block7c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 3840)             โ”‚            โ”‚ block7c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  2,457,600 โ”‚ block7c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_drop        โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_add (Add)   โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block7b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_conv โ”‚ (None, 7, 7,      โ”‚  2,457,600 โ”‚ block7c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_bn   โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_dwconv      โ”‚ (None, 7, 7,      โ”‚     34,560 โ”‚ block7d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_bn          โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_squeeze  โ”‚ (None, 3840)      โ”‚          0 โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reduce   โ”‚ (None, 1, 1, 160) โ”‚    614,560 โ”‚ block7d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_expand   โ”‚ (None, 1, 1,      โ”‚    618,240 โ”‚ block7d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 3840)             โ”‚            โ”‚ block7d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  2,457,600 โ”‚ block7d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_drop        โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_add (Add)   โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block7c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_conv (Conv2D)   โ”‚ (None, 7, 7,      โ”‚  1,638,400 โ”‚ block7d_add[0][0] โ”‚\n","โ”‚                     โ”‚ 2560)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_bn              โ”‚ (None, 7, 7,      โ”‚     10,240 โ”‚ top_conv[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2560)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_activation      โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ top_bn[0][0]      โ”‚\n","โ”‚ (Activation)        โ”‚ 2560)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 2560)      โ”‚          0 โ”‚ top_activation[0โ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_12 (Dense)    โ”‚ (None, 1024)      โ”‚  2,622,464 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_13 (Dense)    โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_12[0][0]    โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ input_layer_6[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mRescaling\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ normalization โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m7\u001b[0m โ”‚ rescaling_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mNormalization\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ normalization[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mRescaling\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m225\u001b[0m, \u001b[38;5;34m225\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ rescaling_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,728\u001b[0m โ”‚ stem_conv_pad[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ stem_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ stem_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ stem_activation[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ block1a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m16\u001b[0m) โ”‚ \u001b[38;5;34m1,040\u001b[0m โ”‚ block1a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m1,088\u001b[0m โ”‚ block1a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ block1a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ block1a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m264\u001b[0m โ”‚ block1b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block1b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m264\u001b[0m โ”‚ block1c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block1c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m264\u001b[0m โ”‚ block1d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block1d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m6,144\u001b[0m โ”‚ block1d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ block2a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m113\u001b[0m, \u001b[38;5;34m113\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,728\u001b[0m โ”‚ block2a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ block2a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m1,544\u001b[0m โ”‚ block2a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m1,728\u001b[0m โ”‚ block2a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ block2a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block2a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block3a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m59\u001b[0m, \u001b[38;5;34m59\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m7,200\u001b[0m โ”‚ block3a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block3a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block3a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block3a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block3a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m23,040\u001b[0m โ”‚ block3a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block4a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m29\u001b[0m, \u001b[38;5;34m29\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,320\u001b[0m โ”‚ block4a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block4a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block4a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block4a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block4a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ block4a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4h_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4h_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4h_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4h_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4h_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4h_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4i_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4i_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4i_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4i_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4i_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4i_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4j_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4j_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4j_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4j_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4j_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4j_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block5a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m24,000\u001b[0m โ”‚ block5a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block5a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block5a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block5a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block5a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ block5a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5h_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5h_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5h_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5h_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5h_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5h_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5i_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5i_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5i_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5i_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5i_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5i_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5j_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5j_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5j_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5j_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5j_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5j_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block6a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block6a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block6a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block6a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block6a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block6a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m516,096\u001b[0m โ”‚ block6a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6h_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6h_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6h_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6h_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6h_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6h_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6i_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6i_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6i_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6i_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6i_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6i_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6j_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6j_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6j_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6j_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6j_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6j_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6k_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6k_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6k_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6k_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6k_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6k_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6k_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6k_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6l_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6l_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6l_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6l_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6l_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6l_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6l_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6k_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6l_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6m_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6m_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6m_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6m_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6m_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6m_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6m_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6l_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6m_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block7a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m20,736\u001b[0m โ”‚ block7a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block7a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block7a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block7a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block7a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m1,474,560\u001b[0m โ”‚ block7a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m34,560\u001b[0m โ”‚ block7b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3840\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m160\u001b[0m) โ”‚ \u001b[38;5;34m614,560\u001b[0m โ”‚ block7b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m618,240\u001b[0m โ”‚ block7b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ block7b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m34,560\u001b[0m โ”‚ block7c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3840\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m160\u001b[0m) โ”‚ \u001b[38;5;34m614,560\u001b[0m โ”‚ block7c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m618,240\u001b[0m โ”‚ block7c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ block7c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block7b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m34,560\u001b[0m โ”‚ block7d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3840\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m160\u001b[0m) โ”‚ \u001b[38;5;34m614,560\u001b[0m โ”‚ block7d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m618,240\u001b[0m โ”‚ block7d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ block7d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block7c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m1,638,400\u001b[0m โ”‚ block7d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m2560\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m10,240\u001b[0m โ”‚ top_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2560\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ top_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2560\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2560\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ top_activation[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_12 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m2,622,464\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_13 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 66,724,251 (254.53 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m66,724,251\u001b[0m (254.53 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 2,626,564 (10.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,626,564\u001b[0m (10.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 64,097,687 (244.51 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m64,097,687\u001b[0m (244.51 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import EfficientNetB7\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","efficientnet_model = EfficientNetB7(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=efficientnet_model.input, outputs=efficientnet_model.get_layer('top_activation').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":42,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:30.646289Z","iopub.status.busy":"2024-06-02T19:35:30.645993Z","iopub.status.idle":"2024-06-02T19:42:41.626074Z","shell.execute_reply":"2024-06-02T19:42:41.625246Z","shell.execute_reply.started":"2024-06-02T19:35:30.646263Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1s/step - accuracy: 0.2645 - loss: 1.8415 \n","Epoch 1: val_accuracy improved from -inf to 0.29808, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m319s\u001b[0m 2s/step - accuracy: 0.2645 - loss: 1.8390 - val_accuracy: 0.2981 - val_loss: 1.3967 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step - accuracy: 0.2679 - loss: 1.4149\n","Epoch 2: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 61ms/step - accuracy: 0.2678 - loss: 1.4150 - val_accuracy: 0.2724 - val_loss: 1.3832 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2637 - loss: 1.3935\n","Epoch 3: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2638 - loss: 1.3935 - val_accuracy: 0.2981 - val_loss: 1.4168 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2895 - loss: 1.3938\n","Epoch 4: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 60ms/step - accuracy: 0.2891 - loss: 1.3938 - val_accuracy: 0.2981 - val_loss: 1.3819 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3264 - loss: 1.3728\n","Epoch 5: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.3257 - loss: 1.3729 - val_accuracy: 0.2724 - val_loss: 1.3885 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2548 - loss: 1.3840\n","Epoch 6: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2553 - loss: 1.3840 - val_accuracy: 0.2981 - val_loss: 1.3814 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2866 - loss: 1.3805\n","Epoch 7: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 60ms/step - accuracy: 0.2866 - loss: 1.3805 - val_accuracy: 0.2981 - val_loss: 1.3822 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3162 - loss: 1.3786\n","Epoch 8: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.3156 - loss: 1.3787 - val_accuracy: 0.2981 - val_loss: 1.3790 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2796 - loss: 1.3792\n","Epoch 9: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2799 - loss: 1.3792 - val_accuracy: 0.2981 - val_loss: 1.3825 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2924 - loss: 1.3819\n","Epoch 10: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2925 - loss: 1.3819 - val_accuracy: 0.2981 - val_loss: 1.3786 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2609 - loss: 1.3844\n","Epoch 11: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2612 - loss: 1.3844 - val_accuracy: 0.2981 - val_loss: 1.3850 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 44ms/step - accuracy: 0.2961 - loss: 1.3869\n","Epoch 12: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2961 - loss: 1.3868 - val_accuracy: 0.2981 - val_loss: 1.3800 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2970 - loss: 1.3767\n","Epoch 13: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 60ms/step - accuracy: 0.2970 - loss: 1.3767 - val_accuracy: 0.2981 - val_loss: 1.3787 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2745 - loss: 1.3781\n","Epoch 14: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2747 - loss: 1.3781 - val_accuracy: 0.2981 - val_loss: 1.3791 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3357 - loss: 1.3695\n","Epoch 15: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 15: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.3349 - loss: 1.3697 - val_accuracy: 0.2981 - val_loss: 1.3798 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2756 - loss: 1.3786\n","Epoch 16: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2760 - loss: 1.3786 - val_accuracy: 0.2981 - val_loss: 1.3794 - learning_rate: 1.0000e-04\n","Epoch 17/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2878 - loss: 1.3804\n","Epoch 17: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2879 - loss: 1.3803 - val_accuracy: 0.2981 - val_loss: 1.3775 - learning_rate: 1.0000e-04\n","Epoch 18/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2801 - loss: 1.3796\n","Epoch 18: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2805 - loss: 1.3796 - val_accuracy: 0.2981 - val_loss: 1.3779 - learning_rate: 1.0000e-04\n","Epoch 19/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3150 - loss: 1.3697\n","Epoch 19: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 60ms/step - accuracy: 0.3148 - loss: 1.3698 - val_accuracy: 0.2981 - val_loss: 1.3789 - learning_rate: 1.0000e-04\n","Epoch 20/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2962 - loss: 1.3737\n","Epoch 20: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2963 - loss: 1.3738 - val_accuracy: 0.2981 - val_loss: 1.3786 - learning_rate: 1.0000e-04\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":43,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:42:41.630054Z","iopub.status.busy":"2024-06-02T19:42:41.629765Z","iopub.status.idle":"2024-06-02T19:42:41.899522Z","shell.execute_reply":"2024-06-02T19:42:41.898611Z","shell.execute_reply.started":"2024-06-02T19:42:41.630026Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":44,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:42:41.900943Z","iopub.status.busy":"2024-06-02T19:42:41.900651Z","iopub.status.idle":"2024-06-02T19:42:42.200485Z","shell.execute_reply":"2024-06-02T19:42:42.199576Z","shell.execute_reply.started":"2024-06-02T19:42:41.900918Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### CNN"]},{"cell_type":"code","execution_count":69,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:00:45.774897Z","iopub.status.busy":"2024-06-02T20:00:45.774520Z","iopub.status.idle":"2024-06-02T20:00:45.988080Z","shell.execute_reply":"2024-06-02T20:00:45.987158Z","shell.execute_reply.started":"2024-06-02T20:00:45.774868Z"},"trusted":true},"outputs":[{"data":{"text/html":["
Model: \"sequential_6\"\n","
\n"],"text/plain":["\u001b[1mModel: \"sequential_6\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)                    โ”ƒ Output Shape           โ”ƒ       Param # โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ conv2d_122 (Conv2D)             โ”‚ (None, 224, 224, 64)   โ”‚         1,792 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_122         โ”‚ (None, 224, 224, 64)   โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_28 (MaxPooling2D) โ”‚ (None, 112, 112, 64)   โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_123 (Conv2D)             โ”‚ (None, 112, 112, 64)   โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_123         โ”‚ (None, 112, 112, 64)   โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_29 (MaxPooling2D) โ”‚ (None, 56, 56, 64)     โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_124 (Conv2D)             โ”‚ (None, 56, 56, 64)     โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_124         โ”‚ (None, 56, 56, 64)     โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_30 (MaxPooling2D) โ”‚ (None, 28, 28, 64)     โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_125 (Conv2D)             โ”‚ (None, 28, 28, 64)     โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_125         โ”‚ (None, 28, 28, 64)     โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_31 (MaxPooling2D) โ”‚ (None, 14, 14, 64)     โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d_12     โ”‚ (None, 64)             โ”‚             0 โ”‚\n","โ”‚ (GlobalAveragePooling2D)        โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_26 (Dense)                โ”‚ (None, 1024)           โ”‚        66,560 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_27 (Dense)                โ”‚ (None, 4)              โ”‚         4,100 โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ conv2d_122 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_122 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_28 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_123 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_123 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_29 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_124 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_124 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_30 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_125 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_125 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_31 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d_12 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_26 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m66,560\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_27 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 184,260 (719.77 KB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m184,260\u001b[0m (719.77 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 183,748 (717.77 KB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m183,748\u001b[0m (717.77 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 512 (2.00 KB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m512\u001b[0m (2.00 KB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.models import Sequential\n","from keras.layers import GlobalAveragePooling2D, InputLayer\n","from keras.regularizers import l1_l2\n","\n","model = Sequential()\n","\n","model.add(InputLayer(shape=(224, 224, 3))) # input layer\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same',kernel_regularizer=l1_l2(0.0001,0.0001)))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","model.add(GlobalAveragePooling2D()) # pooling down\n","\n","model.add(Dense(1024, activation='relu')) # dense layer\n","\n","model.add(Dense(4, activation='softmax')) # output layer\n","\n","model.summary() # model summary\n","\n","# model checkpoint callback\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')"]},{"cell_type":"code","execution_count":70,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:00:45.989894Z","iopub.status.busy":"2024-06-02T20:00:45.989604Z","iopub.status.idle":"2024-06-02T20:01:44.422474Z","shell.execute_reply":"2024-06-02T20:01:44.421601Z","shell.execute_reply.started":"2024-06-02T20:00:45.989870Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step - accuracy: 0.7082 - loss: 0.8979\n","Epoch 1: val_accuracy improved from -inf to 0.20513, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 74ms/step - accuracy: 0.7092 - loss: 0.8957 - val_accuracy: 0.2051 - val_loss: 5.7971\n","Epoch 2/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 14ms/step - accuracy: 0.8460 - loss: 0.5326\n","Epoch 2: val_accuracy did not improve from 0.20513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.8472 - loss: 0.5289 - val_accuracy: 0.2051 - val_loss: 6.2152\n","Epoch 3/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8970 - loss: 0.4193\n","Epoch 3: val_accuracy improved from 0.20513 to 0.27244, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step - accuracy: 0.8971 - loss: 0.4188 - val_accuracy: 0.2724 - val_loss: 4.6928\n","Epoch 4/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8726 - loss: 0.4724\n","Epoch 4: val_accuracy did not improve from 0.27244\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.8730 - loss: 0.4708 - val_accuracy: 0.2051 - val_loss: 8.2968\n","Epoch 5/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8890 - loss: 0.4032\n","Epoch 5: val_accuracy improved from 0.27244 to 0.28846, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.8894 - loss: 0.4027 - val_accuracy: 0.2885 - val_loss: 4.6425\n","Epoch 6/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9325 - loss: 0.2893\n","Epoch 6: val_accuracy improved from 0.28846 to 0.42949, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9322 - loss: 0.2899 - val_accuracy: 0.4295 - val_loss: 5.0530\n","Epoch 7/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9213 - loss: 0.3128\n","Epoch 7: val_accuracy improved from 0.42949 to 0.52244, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9214 - loss: 0.3126 - val_accuracy: 0.5224 - val_loss: 2.4941\n","Epoch 8/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9291 - loss: 0.3041\n","Epoch 8: val_accuracy improved from 0.52244 to 0.79167, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9289 - loss: 0.3049 - val_accuracy: 0.7917 - val_loss: 0.7077\n","Epoch 9/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9524 - loss: 0.2255\n","Epoch 9: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9520 - loss: 0.2263 - val_accuracy: 0.7532 - val_loss: 2.2556\n","Epoch 10/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9274 - loss: 0.2923\n","Epoch 10: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9275 - loss: 0.2922 - val_accuracy: 0.7083 - val_loss: 1.3476\n","Epoch 11/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9313 - loss: 0.2480\n","Epoch 11: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9316 - loss: 0.2480 - val_accuracy: 0.6955 - val_loss: 1.0912\n","Epoch 12/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9512 - loss: 0.2465\n","Epoch 12: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9510 - loss: 0.2466 - val_accuracy: 0.3878 - val_loss: 7.7596\n","Epoch 13/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9360 - loss: 0.2289\n","Epoch 13: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9359 - loss: 0.2295 - val_accuracy: 0.5321 - val_loss: 4.3150\n","Epoch 14/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9646 - loss: 0.1988\n","Epoch 14: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9646 - loss: 0.1986 - val_accuracy: 0.7885 - val_loss: 0.7110\n","Epoch 15/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9364 - loss: 0.2563\n","Epoch 15: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9366 - loss: 0.2560 - val_accuracy: 0.7115 - val_loss: 1.0595\n","Epoch 16/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9569 - loss: 0.1795\n","Epoch 16: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9570 - loss: 0.1792 - val_accuracy: 0.5513 - val_loss: 3.3678\n","Epoch 17/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9676 - loss: 0.1799\n","Epoch 17: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9673 - loss: 0.1803 - val_accuracy: 0.4359 - val_loss: 7.0423\n","Epoch 18/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9534 - loss: 0.1960\n","Epoch 18: val_accuracy improved from 0.79167 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9533 - loss: 0.1961 - val_accuracy: 0.9487 - val_loss: 0.2139\n","Epoch 19/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9629 - loss: 0.1808\n","Epoch 19: val_accuracy did not improve from 0.94872\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9628 - loss: 0.1808 - val_accuracy: 0.4519 - val_loss: 3.1300\n","Epoch 20/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9726 - loss: 0.1433\n","Epoch 20: val_accuracy improved from 0.94872 to 0.95513, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9725 - loss: 0.1436 - val_accuracy: 0.9551 - val_loss: 0.1550\n","Epoch 21/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9702 - loss: 0.1714\n","Epoch 21: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9700 - loss: 0.1715 - val_accuracy: 0.7628 - val_loss: 1.2005\n","Epoch 22/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9622 - loss: 0.1764\n","Epoch 22: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9621 - loss: 0.1767 - val_accuracy: 0.6731 - val_loss: 2.0235\n","Epoch 23/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9680 - loss: 0.1689\n","Epoch 23: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9679 - loss: 0.1690 - val_accuracy: 0.8622 - val_loss: 0.5316\n","Epoch 24/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9697 - loss: 0.1520\n","Epoch 24: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9698 - loss: 0.1518 - val_accuracy: 0.5256 - val_loss: 3.4517\n","Epoch 25/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9661 - loss: 0.1507\n","Epoch 25: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 15ms/step - accuracy: 0.9660 - loss: 0.1511 - val_accuracy: 0.6635 - val_loss: 1.4410\n","Epoch 26/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9817 - loss: 0.1367\n","Epoch 26: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9815 - loss: 0.1370 - val_accuracy: 0.3077 - val_loss: 5.6516\n","Epoch 27/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9756 - loss: 0.1239\n","Epoch 27: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9754 - loss: 0.1245 - val_accuracy: 0.9006 - val_loss: 0.3705\n","Epoch 28/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9687 - loss: 0.1506\n","Epoch 28: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9687 - loss: 0.1508 - val_accuracy: 0.7340 - val_loss: 0.9709\n","Epoch 29/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9608 - loss: 0.1781\n","Epoch 29: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9610 - loss: 0.1775 - val_accuracy: 0.2564 - val_loss: 11.0053\n","Epoch 30/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9490 - loss: 0.1970\n","Epoch 30: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9492 - loss: 0.1963 - val_accuracy: 0.2949 - val_loss: 6.8236\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=30, batch_size=10,callbacks=[model_checkpoint])"]},{"cell_type":"code","execution_count":71,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:01:44.425374Z","iopub.status.busy":"2024-06-02T20:01:44.424902Z","iopub.status.idle":"2024-06-02T20:01:44.698001Z","shell.execute_reply":"2024-06-02T20:01:44.697008Z","shell.execute_reply.started":"2024-06-02T20:01:44.425338Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":72,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:01:44.699550Z","iopub.status.busy":"2024-06-02T20:01:44.699244Z","iopub.status.idle":"2024-06-02T20:01:44.998325Z","shell.execute_reply":"2024-06-02T20:01:44.997391Z","shell.execute_reply.started":"2024-06-02T20:01:44.699523Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]}],"metadata":{"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"datasetId":5026280,"sourceId":8438165,"sourceType":"datasetVersion"}],"dockerImageVersionId":30716,"isGpuEnabled":true,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.13"}},"nbformat":4,"nbformat_minor":4} +{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-06-02T19:19:03.741893Z","iopub.status.busy":"2024-06-02T19:19:03.741054Z","iopub.status.idle":"2024-06-02T19:19:16.223328Z","shell.execute_reply":"2024-06-02T19:19:16.222349Z","shell.execute_reply.started":"2024-06-02T19:19:03.741861Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["2024-06-02 19:19:05.551062: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n","2024-06-02 19:19:05.551193: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n","2024-06-02 19:19:05.684412: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"]}],"source":["# importing modules and libraries\n","\n","import matplotlib.pyplot as plt\n","import numpy as np\n","import keras\n","from keras.layers import Input, InputLayer, Conv2D, MaxPooling2D, Flatten, ELU, Dense, BatchNormalization, Activation\n","from keras.callbacks import ModelCheckpoint\n","from keras.models import Sequential\n","from keras.optimizers import Nadam"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:19:16.225880Z","iopub.status.busy":"2024-06-02T19:19:16.225236Z","iopub.status.idle":"2024-06-02T19:19:22.444593Z","shell.execute_reply":"2024-06-02T19:19:22.443714Z","shell.execute_reply.started":"2024-06-02T19:19:16.225846Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Found 1556 files belonging to 4 classes.\n"]},{"name":"stderr","output_type":"stream","text":["/opt/conda/lib/python3.10/site-packages/seaborn/_oldcore.py:1765: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n"," order = pd.unique(vector)\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAasAAAHWCAYAAADJraZyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAtrUlEQVR4nO3de1yUdf7//+eAcpCTYgqR4CpqSaL2JcvJjdRIMtdyI5NPZmRmraGmbGammYfMPlpZmofq02qZbmdztfKQB6wEM9TWw+pqalqGWgp44nz9/ujG/BoBZXBw3uLjfrvNbZ3rumbmdc3u3h63a+ZiLptlWZYAADCYl6cHAADgfIgVAMB4xAoAYDxiBQAwHrECABiPWAEAjEesAADGI1YAAOMRKwCA8YgV4GYPPvig/vSnP3l6DKBWIVa4bNhstird1q5d6+lRnaxdu9ZpPl9fX4WFhalz5856/vnndfTo0Wo/944dOzRu3Djt37/ffQNfgIULF+qVV17x9BgwkI3fBsTl4t1333W6/84772jlypWaP3++0/LbbrtNYWFh1X6doqIilZaWytfXt9rP8Udr165Vly5dNHToUHXo0EElJSU6evSo1q9fryVLligkJEQffPCBunbt6vJzf/TRR+rdu7fWrFmjzp07u2XeC/GXv/xF27ZtMyaeMEcdTw8AXCz333+/0/3MzEytXLmy3PKznT59WvXq1avy69StW7da853PzTffrHvuucdp2ffff69u3bopKSlJO3bs0JVXXlkjrw14Gh8DAn/QuXNntWnTRllZWYqPj1e9evX09NNPS5IWL16sHj16KCIiQr6+voqOjtbEiRNVUlLi9Bxnf2e1f/9+2Ww2vfjii3rjjTcUHR0tX19fdejQQRs3brygedu1a6dXXnlFOTk5eu211xzLf/zxRz322GO6+uqr5e/vr4YNG6p3795ORyzz5s1T7969JUldunQp9zFoVfd39+7dSkpKUnh4uPz8/NSkSRMlJycrNzfXabt3331XcXFx8vf3V2hoqJKTk3Xw4EHH+s6dO+uzzz7Tjz/+6JiF7/5QhiMr4Cy//fabunfvruTkZN1///2OjwTnzZunwMBApaWlKTAwUKtXr9bYsWOVl5enqVOnnvd5Fy5cqBMnTujRRx+VzWbTlClTdPfdd2vv3r0XdDR2zz33aMCAAVqxYoUmTZokSdq4caPWr1+v5ORkNWnSRPv379fs2bPVuXNn7dixQ/Xq1VN8fLyGDh2q6dOn6+mnn1br1q0lyfGfVdnfwsJCJSYmqqCgQEOGDFF4eLh+/vlnLV26VDk5OQoJCZEkTZo0Sc8884zuvfdePfzwwzp69KhmzJih+Ph4bd68WfXr19fo0aOVm5urn376SdOmTZMkBQYGVvt9QS1jAZep1NRU6+z/C9xyyy2WJGvOnDnltj99+nS5ZY8++qhVr149Kz8/37EsJSXFatq0qeP+vn37LElWw4YNrWPHjjmWL1682JJkLVmy5JxzrlmzxpJkffjhh5Vu065dO6tBgwbnnDUjI8OSZL3zzjuOZR9++KElyVqzZk257auyv5s3bz7vbPv377e8vb2tSZMmOS3funWrVadOHaflPXr0cHrvgDJ8DAicxdfXV/379y+33N/f3/HvEydO6Ndff9XNN9+s06dPa+fOned93j59+qhBgwaO+zfffLMkae/evRc8c2BgoE6cOFHhrEVFRfrtt9/UokUL1a9fX5s2barSc1Zlf8uOnJYvX67Tp09X+DyffPKJSktLde+99+rXX3913MLDw9WyZUutWbPG5f3F5YePAYGzXHXVVfLx8Sm3fPv27RozZoxWr16tvLw8p3Vnfz9TkaioKKf7ZeE6fvz4BUz7u5MnTyooKMhx/8yZM5o8ebLmzp2rn3/+WdYfTvqtyqxS1fa3WbNmSktL08svv6wFCxbo5ptv1p133qn777/fEbLdu3fLsiy1bNmywtepqRNSULsQK+AsfzyiKJOTk6NbbrlFwcHBmjBhgqKjo+Xn56dNmzZp5MiRKi0tPe/zent7V7jcusC/HikqKtJ///tftWnTxrFsyJAhmjt3roYNGya73a6QkBDZbDYlJydXaVZX9vell17Sgw8+qMWLF2vFihUaOnSoJk+erMzMTDVp0kSlpaWy2Wz64osvKnwP+F4KVUGsgCpYu3atfvvtN33yySeKj493LN+3b58Hp/rdRx99pDNnzigxMdFpWUpKil566SXHsvz8fOXk5Dg91mazVficru5vbGysYmNjNWbMGK1fv16dOnXSnDlz9Nxzzyk6OlqWZalZs2Zq1arVOfelsnkAvrMCqqDsiOCPR0GFhYWaNWuWp0aS9PvfWQ0bNkwNGjRQamqqY7m3t3e5I7YZM2aUO+08ICBAkspFrKr7m5eXp+LiYqdlsbGx8vLyUkFBgSTp7rvvlre3t8aPH19uJsuy9NtvvznNU9WPKXF54cgKqIKbbrpJDRo0UEpKioYOHSqbzab58+df8Ed4rvjqq6+Un5+vkpIS/fbbb/rmm2/0r3/9SyEhIVq0aJHCw8Md2/7lL3/R/PnzFRISopiYGGVkZOjLL79Uw4YNnZ6zffv28vb21v/+7/8qNzdXvr6+6tq1a5X3d/Xq1Ro8eLB69+6tVq1aqbi4WPPnz5e3t7eSkpIkSdHR0Xruuec0atQo7d+/X7169VJQUJD27dunRYsW6ZFHHtETTzwhSYqLi9P777+vtLQ0dejQQYGBgerZs2cNv7O4JHjoLETA4yo7df3aa6+tcPtvvvnG6tixo+Xv729FRERYTz75pLV8+fJyp35Xdur61KlTyz2nJOvZZ58955xlp66X3erWrWs1atTIio+PtyZNmmQdOXKk3GOOHz9u9e/f37riiiuswMBAKzEx0dq5c6fVtGlTKyUlxWnbN99802revLnl7e3ttC9V2d+9e/daDz30kBUdHW35+flZoaGhVpcuXawvv/yy3Ewff/yx9ec//9kKCAiwAgICrGuuucZKTU21du3a5djm5MmT1n333WfVr1/fksRp7HDgtwEBAMbjOysAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIzHHwVLKi0t1aFDhxQUFMTPvQDARWRZlk6cOKGIiAh5eVV+/ESsJB06dEiRkZGeHgMALlsHDx5UkyZNKl1PrCTHpRUOHjyo4OBgD08DAJePvLw8RUZGOl3ipiLESv//Lz0HBwcTKwDwgPN9BcMJFgAA4xErAIDxiBUAwHjECgBgPGIFADAesQIAGI9YAQCMR6wAAMYjVgAA4xErAIDxiBUAwHjECgBgPGIFADAesQIAGI9YAQCMx/WsYIwDE2I9PYKRosZu9fQIgMdxZAUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGMidULL7wgm82mYcOGOZbl5+crNTVVDRs2VGBgoJKSknT48GGnxx04cEA9evRQvXr11LhxY40YMULFxcUXeXoAQE0yIlYbN27U66+/rrZt2zotHz58uJYsWaIPP/xQ6enpOnTokO6++27H+pKSEvXo0UOFhYVav3693n77bc2bN09jx4692LsAAKhBHo/VyZMn1bdvX7355ptq0KCBY3lubq7eeustvfzyy+ratavi4uI0d+5crV+/XpmZmZKkFStWaMeOHXr33XfVvn17de/eXRMnTtTMmTNVWFjoqV0CALiZx2OVmpqqHj16KCEhwWl5VlaWioqKnJZfc801ioqKUkZGhiQpIyNDsbGxCgsLc2yTmJiovLw8bd++vdLXLCgoUF5entMNAGCuOp588ffee0+bNm3Sxo0by63Lzs6Wj4+P6tev77Q8LCxM2dnZjm3+GKqy9WXrKjN58mSNHz/epVnjRrzj0vaXk6ypD3h6BAC1nMeOrA4ePKjHH39cCxYskJ+f30V97VGjRik3N9dxO3jw4EV9fQCAazwWq6ysLB05ckT/7//9P9WpU0d16tRRenq6pk+frjp16igsLEyFhYXKyclxetzhw4cVHh4uSQoPDy93dmDZ/bJtKuLr66vg4GCnGwDAXB6L1a233qqtW7dqy5Ytjtv111+vvn37Ov5dt25drVq1yvGYXbt26cCBA7Lb7ZIku92urVu36siRI45tVq5cqeDgYMXExFz0fQIA1AyPfWcVFBSkNm3aOC0LCAhQw4YNHcsHDBigtLQ0hYaGKjg4WEOGDJHdblfHjh0lSd26dVNMTIz69eunKVOmKDs7W2PGjFFqaqp8fX0v+j4BAGqGR0+wOJ9p06bJy8tLSUlJKigoUGJiombNmuVY7+3traVLl2rQoEGy2+0KCAhQSkqKJkyY4MGpAQDuZlSs1q5d63Tfz89PM2fO1MyZMyt9TNOmTfX555/X8GQAAE/y+N9ZAQBwPsQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxjPq1HUAuFSlx9/i6RGMdMu6dLc8D0dWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGC8Op4eAMDF0WlGJ0+PYKRvhnzj6RFQBR49spo9e7batm2r4OBgBQcHy26364svvnCsz8/PV2pqqho2bKjAwEAlJSXp8OHDTs9x4MAB9ejRQ/Xq1VPjxo01YsQIFRcXX+xdAQDUII/GqkmTJnrhhReUlZWl7777Tl27dtVdd92l7du3S5KGDx+uJUuW6MMPP1R6eroOHTqku+++2/H4kpIS9ejRQ4WFhVq/fr3efvttzZs3T2PHjvXULgEAaoBHPwbs2bOn0/1JkyZp9uzZyszMVJMmTfTWW29p4cKF6tq1qyRp7ty5at26tTIzM9WxY0etWLFCO3bs0JdffqmwsDC1b99eEydO1MiRIzVu3Dj5+Ph4YrcAAG5mzAkWJSUleu+993Tq1CnZ7XZlZWWpqKhICQkJjm2uueYaRUVFKSMjQ5KUkZGh2NhYhYWFObZJTExUXl6e4+isIgUFBcrLy3O6AQDM5fFYbd26VYGBgfL19dXf/vY3LVq0SDExMcrOzpaPj4/q16/vtH1YWJiys7MlSdnZ2U6hKltftq4ykydPVkhIiOMWGRnp3p0CALiVy7Hq2rWrcnJyyi3Py8tzfFzniquvvlpbtmzRhg0bNGjQIKWkpGjHjh0uP48rRo0apdzcXMft4MGDNfp6AIAL4/J3VmvXrlVhYWG55fn5+frqq69cHsDHx0ctWrSQJMXFxWnjxo169dVX1adPHxUWFionJ8fp6Orw4cMKDw+XJIWHh+vbb791er6yswXLtqmIr6+vfH19XZ4VAOAZVY7Vv//9b8e/d+zY4fQxW0lJiZYtW6arrrrqggcqLS1VQUGB4uLiVLduXa1atUpJSUmSpF27dunAgQOy2+2SJLvdrkmTJunIkSNq3LixJGnlypUKDg5WTEzMBc8CADBDlWPVvn172Ww22Wy2Cj/u8/f314wZM1x68VGjRql79+6KiorSiRMntHDhQq1du1bLly9XSEiIBgwYoLS0NIWGhio4OFhDhgyR3W5Xx44dJUndunVTTEyM+vXrpylTpig7O1tjxoxRamoqR04AUItUOVb79u2TZVlq3ry5vv32WzVq1MixzsfHR40bN5a3t7dLL37kyBE98MAD+uWXXxQSEqK2bdtq+fLluu222yRJ06ZNk5eXl5KSklRQUKDExETNmjXL8Xhvb28tXbpUgwYNkt1uV0BAgFJSUjRhwgSX5gAAmK3KsWratKmk3z+mc5e33nrrnOv9/Pw0c+ZMzZw585xzff75526bCQBgnmr9UfDu3bu1Zs0aHTlypFy8+PUIAIC7uRyrN998U4MGDdIVV1yh8PBw2Ww2xzqbzUasAABu53KsnnvuOU2aNEkjR46siXkAACjH5T8KPn78uHr37l0TswAAUCGXY9W7d2+tWLGiJmYBAKBCLn8M2KJFCz3zzDPKzMxUbGys6tat67R+6NChbhsOAACpGrF64403FBgYqPT0dKWnpzuts9lsxAoA4HYux2rfvn01MQcAAJXy+CVCAAA4H5ePrB566KFzrv/HP/5R7WEAAKiIy7E6fvy40/2ioiJt27ZNOTk51bqeFQAA5+NyrBYtWlRuWWlpqQYNGqTo6Gi3DAUAwB+55TsrLy8vpaWladq0ae54OgAAnLjtBIsffvhBxcXF7no6AAAcXP4YMC0tzem+ZVn65Zdf9NlnnyklJcVtgwEAUMblWG3evNnpvpeXlxo1aqSXXnrpvGcKAgBQHS7Has2aNTUxBwAAlarWxRcl6ejRo9q1a5ck6eqrr3a6zD0AAO7k8gkWp06d0kMPPaQrr7xS8fHxio+PV0REhAYMGKDTp0/XxIwAgMucy7FKS0tTenq6lixZopycHOXk5Gjx4sVKT0/X3//+95qYEQBwmXP5Y8CPP/5YH330kTp37uxYdscdd8jf31/33nuvZs+e7c75AABw/cjq9OnTCgsLK7e8cePGfAwIAKgRLsfKbrfr2WefVX5+vmPZmTNnNH78eNntdrcOBwCAVI2PAV999VUlJiaqSZMmateunSTp+++/l5+fn5YvX+72AQEAcDlWbdq00e7du7VgwQLt3LlTkvQ///M/6tu3r/z9/d0+IAAA1fo7q3r16mngwIHungUAgApV+TurrKwsdenSRXl5eeXW5ebmqkuXLvr+++/dOhwAAJILsXrppZfUtWtXBQcHl1sXEhKi2267TVOnTnXrcAAASC7EasOGDbrrrrsqXd+zZ0+tX7/eLUMBAPBHVY7Vzz//rKCgoErXBwYG6pdffnHLUAAA/FGVY9WoUSPHD9dWZOfOnbriiivcMhQAAH9U5VglJCRo0qRJFa6zLEuTJk1SQkKC2wYDAKBMlU9dHzNmjOLi4nTjjTfq73//u66++mpJvx9RvfTSS/rvf/+refPm1dScAIDLWJVjFR0drS+//FIPPvigkpOTZbPZJP1+VBUTE6OVK1eqRYsWNTYoAODy5dIfBV9//fXatm2btmzZot27d8uyLLVq1Urt27evofEAAKjmL1i0b9+eQAEALhqXf3UdAICLjVgBAIxHrAAAxiNWAADjVStWX331le6//37Z7Xb9/PPPkqT58+fr66+/dutwAABI1YjVxx9/rMTERPn7+2vz5s0qKCiQ9PtlQp5//nm3DwgAgMuxeu655zRnzhy9+eabqlu3rmN5p06dtGnTJrcOBwCAVI1Y7dq1S/Hx8eWWh4SEKCcnxx0zAQDgxOVYhYeHa8+ePeWWf/3112revLlbhgIA4I9cjtXAgQP1+OOPa8OGDbLZbDp06JAWLFigJ554QoMGDaqJGQEAlzmXf27pqaeeUmlpqW699VadPn1a8fHx8vX11RNPPKEhQ4bUxIwAgMucy7Gy2WwaPXq0RowYoT179ujkyZOKiYlRYGBgTcwHAED1fshWknx8fBQTE+POWQAAqJDLsfrrX//quJbVH9lsNvn5+alFixa67777HBdnBADgQrl8gkVISIhWr16tTZs2yWazyWazafPmzVq9erWKi4v1/vvvq127dvrmm29qYl4AwGXI5SOr8PBw3XfffXrttdfk5fV760pLS/X4448rKChI7733nv72t79p5MiR/PwSAMAtXD6yeuuttzRs2DBHqCTJy8tLQ4YM0RtvvCGbzabBgwdr27Ztbh0UAHD5cjlWxcXF2rlzZ7nlO3fuVElJiSTJz8+vwu+1AACoDpc/BuzXr58GDBigp59+Wh06dJAkbdy4Uc8//7weeOABSVJ6erquvfZa904KALhsuRyradOmKSwsTFOmTNHhw4clSWFhYRo+fLhGjhwpSerWrZtuv/12904KALhsuRwrb29vjR49WqNHj1ZeXp4kKTg42GmbqKgo90wHAIAu4I+CpfKRAgCgJlQrVh999JE++OADHThwQIWFhU7ruKYVAMDdXD4bcPr06erfv7/CwsK0efNm3XDDDWrYsKH27t2r7t2718SMAIDLnMuxmjVrlt544w3NmDFDPj4+evLJJ7Vy5UoNHTpUubm5NTEjAOAy53KsDhw4oJtuukmS5O/vrxMnTkj6/ZT2f/7zn+6dDgAAVfNKwceOHZP0+1l/mZmZkqR9+/bJsiz3TgcAgKoRq65du+pf//qXJKl///4aPny4brvtNvXp00d//etf3T4gAAAunw34xhtvqLS0VJKUmpqqhg0bav369brzzjv16KOPun1AAABcjpWXl5fTj9gmJycrOTnZrUMBAPBH1fo7q/z8fP373//WkSNHHEdZZe688063DAYAQBmXY7Vs2TI98MAD+vXXX8uts9lsjl9eBwDAXVw+wWLIkCHq3bu3fvnlF5WWljrdXA3V5MmT1aFDBwUFBalx48bq1auXdu3a5bRNfn6+47uxwMBAJSUlOX5At8yBAwfUo0cP1atXT40bN9aIESNUXFzs6q4BAAzlcqwOHz6stLQ0hYWFXfCLp6enKzU1VZmZmVq5cqWKiorUrVs3nTp1yrHN8OHDtWTJEn344YdKT0/XoUOHdPfddzvWl5SUqEePHiosLNT69ev19ttva968eRo7duwFzwcAMIPLHwPec889Wrt2raKjoy/4xZctW+Z0f968eWrcuLGysrIUHx+v3NxcvfXWW1q4cKG6du0qSZo7d65at26tzMxMdezYUStWrNCOHTv05ZdfKiwsTO3bt9fEiRM1cuRIjRs3Tj4+Phc8JwDAs1yO1WuvvabevXvrq6++UmxsrOrWreu0fujQodUepuznmkJDQyVJWVlZKioqUkJCgmOba665RlFRUcrIyFDHjh2VkZGh2NhYpyO9xMREDRo0SNu3b9d1111X7nUKCgpUUFDguF92qRMAgJlcjtU///lPrVixQn5+flq7dq3T5ettNlu1Y1VaWqphw4apU6dOatOmjSQpOztbPj4+ql+/vtO2YWFhys7Odmxz9keSZffLtjnb5MmTNX78+GrNCQC4+FyO1ejRozV+/Hg99dRTTn9vdaFSU1O1bds2ff311257zsqMGjVKaWlpjvt5eXmKjIys8dcFAFSPy7EqLCxUnz593BqqwYMHa+nSpVq3bp2aNGniWB4eHq7CwkLl5OQ4HV0dPnxY4eHhjm2+/fZbp+crO1uwbJuz+fr6ytfX123zAwBqlsvFSUlJ0fvvv++WF7csS4MHD9aiRYu0evVqNWvWzGl9XFyc6tatq1WrVjmW7dq1SwcOHJDdbpck2e12bd26VUeOHHFss3LlSgUHBysmJsYtcwIAPMvlI6uSkhJNmTJFy5cvV9u2bcudYPHyyy9X+blSU1O1cOFCLV68WEFBQY7vmEJCQuTv76+QkBANGDBAaWlpCg0NVXBwsIYMGSK73a6OHTtKkrp166aYmBj169dPU6ZMUXZ2tsaMGaPU1FSOngCglnA5Vlu3bnWcYbdt2zandX882aIqZs+eLUnq3Lmz0/K5c+fqwQcflCRNmzZNXl5eSkpKUkFBgRITEzVr1izHtt7e3lq6dKkGDRoku92ugIAApaSkaMKECS7uGQDAVC7Has2aNW578apc/8rPz08zZ87UzJkzK92madOm+vzzz902FwDALO47SwIAgBpS5SOrP/7E0bl88skn1R4GAICKVDlWISEhNTkHAACVqnKs5s6dW5NzAABQKb6zAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMJ5HY7Vu3Tr17NlTERERstls+vTTT53WW5alsWPH6sorr5S/v78SEhK0e/dup22OHTumvn37Kjg4WPXr19eAAQN08uTJi7gXAICa5tFYnTp1Su3atdPMmTMrXD9lyhRNnz5dc+bM0YYNGxQQEKDExETl5+c7tunbt6+2b9+ulStXaunSpVq3bp0eeeSRi7ULAICLoI4nX7x79+7q3r17hessy9Irr7yiMWPG6K677pIkvfPOOwoLC9Onn36q5ORk/ec//9GyZcu0ceNGXX/99ZKkGTNm6I477tCLL76oiIiIi7YvAICaY+x3Vvv27VN2drYSEhIcy0JCQnTjjTcqIyNDkpSRkaH69es7QiVJCQkJ8vLy0oYNGyp97oKCAuXl5TndAADmMjZW2dnZkqSwsDCn5WFhYY512dnZaty4sdP6OnXqKDQ01LFNRSZPnqyQkBDHLTIy0s3TAwDcydhY1aRRo0YpNzfXcTt48KCnRwIAnIOxsQoPD5ckHT582Gn54cOHHevCw8N15MgRp/XFxcU6duyYY5uK+Pr6Kjg42OkGADCXsbFq1qyZwsPDtWrVKseyvLw8bdiwQXa7XZJkt9uVk5OjrKwsxzarV69WaWmpbrzxxos+MwCgZnj0bMCTJ09qz549jvv79u3Tli1bFBoaqqioKA0bNkzPPfecWrZsqWbNmumZZ55RRESEevXqJUlq3bq1br/9dg0cOFBz5sxRUVGRBg8erOTkZM4EBIBaxKOx+u6779SlSxfH/bS0NElSSkqK5s2bpyeffFKnTp3SI488opycHP35z3/WsmXL5Ofn53jMggULNHjwYN16663y8vJSUlKSpk+fftH3BQBQczwaq86dO8uyrErX22w2TZgwQRMmTKh0m9DQUC1cuLAmxgMAGMLY76wAAChDrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPFqTaxmzpypP/3pT/Lz89ONN96ob7/91tMjAQDcpFbE6v3331daWpqeffZZbdq0Se3atVNiYqKOHDni6dEAAG5QK2L18ssva+DAgerfv79iYmI0Z84c1atXT//4xz88PRoAwA3qeHqAC1VYWKisrCyNGjXKsczLy0sJCQnKyMio8DEFBQUqKChw3M/NzZUk5eXlVfo6JQVn3DRx7XOu980VJ/JL3PI8tY273t/iM8VueZ7axl3v76li3t+KnO/9LVtvWdY5t7vkY/Xrr7+qpKREYWFhTsvDwsK0c+fOCh8zefJkjR8/vtzyyMjIGpmxtguZ8TdPj1C7TQ7x9AS1WshI3t8aFVK19/fEiRMKOce2l3ysqmPUqFFKS0tz3C8tLdWxY8fUsGFD2Ww2D05WNXl5eYqMjNTBgwcVHBzs6XFqHd7fmsX7W7MutffXsiydOHFCERER59zuko/VFVdcIW9vbx0+fNhp+eHDhxUeHl7hY3x9feXr6+u0rH79+jU1Yo0JDg6+JP7HeKni/a1ZvL8161J6f891RFXmkj/BwsfHR3FxcVq1apVjWWlpqVatWiW73e7ByQAA7nLJH1lJUlpamlJSUnT99dfrhhtu0CuvvKJTp06pf//+nh4NAOAGtSJWffr00dGjRzV27FhlZ2erffv2WrZsWbmTLmoLX19fPfvss+U+yoR78P7WLN7fmlVb31+bdb7zBQEA8LBL/jsrAEDtR6wAAMYjVgAA4xErAIDxiNUlhkuh1Jx169apZ8+eioiIkM1m06effurpkWqNyZMnq0OHDgoKClLjxo3Vq1cv7dq1y9Nj1SqzZ89W27ZtHX8MbLfb9cUXX3h6LLchVpcQLoVSs06dOqV27dpp5syZnh6l1klPT1dqaqoyMzO1cuVKFRUVqVu3bjp16pSnR6s1mjRpohdeeEFZWVn67rvv1LVrV911113avn27p0dzC05dv4TceOON6tChg1577TVJv/9SR2RkpIYMGaKnnnrKw9PVLjabTYsWLVKvXr08PUqtdPToUTVu3Fjp6emKj4/39Di1VmhoqKZOnaoBAwZ4epQLxpHVJaLsUigJCQmOZee7FApgqrLL8oSGhnp4ktqppKRE7733nk6dOlVrfnauVvyCxeWgOpdCAUxUWlqqYcOGqVOnTmrTpo2nx6lVtm7dKrvdrvz8fAUGBmrRokWKiYnx9FhuQawAXFSpqanatm2bvv76a0+PUutcffXV2rJli3Jzc/XRRx8pJSVF6enptSJYxOoSUZ1LoQCmGTx4sJYuXap169apSZMmnh6n1vHx8VGLFi0kSXFxcdq4caNeffVVvf766x6e7MLxndUlgkuh4FJmWZYGDx6sRYsWafXq1WrWrJmnR7oslJaWqqCgwNNjuAVHVpcQLoVSs06ePKk9e/Y47u/bt09btmxRaGiooqKiPDjZpS81NVULFy7U4sWLFRQUpOzsbEm/X3TP39/fw9PVDqNGjVL37t0VFRWlEydOaOHChVq7dq2WL1/u6dHcw8IlZcaMGVZUVJTl4+Nj3XDDDVZmZqanR6o11qxZY0kqd0tJSfH0aJe8it5XSdbcuXM9PVqt8dBDD1lNmza1fHx8rEaNGlm33nqrtWLFCk+P5Tb8nRUAwHh8ZwUAMB6xAgAYj1gBAIxHrAAAxiNWAADjESsAgPGIFQDAeMQKAGA8YgW4gc1m06effurpMapl3Lhxat++/QU9x/79+2Wz2bRlyxa3zAScjVgB55Gdna0hQ4aoefPm8vX1VWRkpHr27On0o8Ke1LlzZw0bNszTYwA1ih+yBc5h//796tSpk+rXr6+pU6cqNjZWRUVFWr58uVJTU7nwJXCRcGQFnMNjjz0mm82mb7/9VklJSWrVqpWuvfZapaWlKTMzs9LHjRw5Uq1atVK9evXUvHlzPfPMMyoqKnKs//7779WlSxcFBQUpODhYcXFx+u677yRJP/74o3r27KkGDRooICBA1157rT7//PNq78P5Zinz+uuvKzIyUvXq1dO9997ruPR8mf/7v/9T69at5efnp2uuuUazZs2q9DWPHz+uvn37qlGjRvL391fLli01d+7cau8DwJEVUIljx45p2bJlmjRpkgICAsqtr1+/fqWPDQoK0rx58xQREaGtW7dq4MCBCgoK0pNPPilJ6tu3r6677jrNnj1b3t7e2rJli+rWrSvp98tpFBYWat26dQoICNCOHTsUGBhY7f043yyStGfPHn3wwQdasmSJ8vLyNGDAAD322GNasGCBJGnBggUaO3asXnvtNV133XXavHmzBg4cqICAAKWkpJR7zWeeeUY7duzQF198oSuuuEJ79uzRmTNnqr0PAJcIASqxYcMGS5L1ySefnHdbSdaiRYsqXT916lQrLi7OcT8oKMiaN29ehdvGxsZa48aNq/Kct9xyi/X4449XefuzZ3n22Wctb29v66effnIs++KLLywvLy/rl19+sSzLsqKjo62FCxc6Pc/EiRMtu91uWZZl7du3z5Jkbd682bIsy+rZs6fVv3//Ks8EnA9HVkAlrAu4es7777+v6dOn64cfftDJkydVXFys4OBgx/q0tDQ9/PDDmj9/vhISEtS7d29FR0dLkoYOHapBgwZpxYoVSkhIUFJSktq2bVtjs0hSVFSUrrrqKsd9u92u0tJS7dq1S0FBQfrhhx80YMAADRw40LFNcXGxQkJCKnzNQYMGKSkpSZs2bVK3bt3Uq1cv3XTTTdXeB4DvrIBKtGzZUjabzeWTKDIyMtS3b1/dcccdWrp0qTZv3qzRo0ersLDQsc24ceO0fft29ejRQ6tXr1ZMTIwWLVokSXr44Ye1d+9e9evXT1u3btX111+vGTNmVGsfqjLL+Zw8eVKS9Oabb2rLli2O27Zt2yr93q579+768ccfNXz4cB06dEi33nqrnnjiiWrtAyCJjwGBc7n99tutq666yjp58mS5dcePH3f8W3/4GPDFF1+0mjdv7rTtgAEDrJCQkEpfJzk52erZs2eF65566ikrNja20see62PAqsxS9jHgzz//7Fi2bNkyp48BIyIirAkTJlQ6w9kfA55tzpw5VlBQUKWPB86HjwGBc5g5c6Y6deqkG264QRMmTFDbtm1VXFyslStXavbs2frPf/5T7jEtW7bUgQMH9N5776lDhw767LPPHEdNknTmzBmNGDFC99xzj5o1a6affvpJGzduVFJSkiRp2LBh6t69u1q1aqXjx49rzZo1at269TnnPHr0aLk/yL3yyivPO0sZPz8/paSk6MUXX1ReXp6GDh2qe++9V+Hh4ZKk8ePHa+jQoQoJCdHtt9+ugoICfffddzp+/LjS0tLKPd/YsWMVFxena6+9VgUFBVq6dOl59wE4J0/XEjDdoUOHrNTUVKtp06aWj4+PddVVV1l33nmntWbNGsc2OusEixEjRlgNGza0AgMDrT59+ljTpk1zHM0UFBRYycnJVmRkpOXj42NFRERYgwcPts6cOWNZlmUNHjzYio6Otnx9fa1GjRpZ/fr1s3799ddK57vlllssSeVuEydOPO8slvX7kVW7du2sWbNmWREREZafn591zz33WMeOHXN6nQULFljt27e3fHx8rAYNGljx8fGOk0/OPrKaOHGi1bp1a8vf398KDQ217rrrLmvv3r3V/G8AsCybZV3At8gAAFwEnGABADAesQIAGI9YAQCMR6wAAMYjVgAA4xErAIDxiBUAwHjECgBgPGIFADAesQIAGI9YAQCM9/8BxDs1SH0C8cMAAAAASUVORK5CYII=","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["import tensorflow as tf\n","from tensorflow import keras\n","import numpy as np\n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","from collections import Counter\n","\n","# Loading train and val datasets\n","train_dataset = keras.utils.image_dataset_from_directory(\n"," \"/kaggle/input/almond-varieties/dataset\",\n"," image_size=(224, 224),\n"," batch_size=32\n",")\n","\n","# Collecting class labels\n","train_labels = []\n","for _, labels in train_dataset:\n"," train_labels.extend(labels.numpy())\n","\n","# Counting occurrences of each label\n","train_label_counts = Counter(train_labels)\n","\n","# Plotting the counts\n","plt.figure(figsize=(10, 5))\n","\n","# Train dataset\n","plt.subplot(1, 2, 1)\n","sns.barplot(x=list(train_label_counts.keys()), y=list(train_label_counts.values()))\n","plt.title('Train Dataset')\n","plt.xlabel('Class Labels')\n","plt.ylabel('Image Count')\n","plt.show()"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:21:54.202479Z","iopub.status.busy":"2024-06-02T19:21:54.202144Z","iopub.status.idle":"2024-06-02T19:21:57.609893Z","shell.execute_reply":"2024-06-02T19:21:57.608863Z","shell.execute_reply.started":"2024-06-02T19:21:54.202454Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Found 1556 files belonging to 4 classes.\n"]}],"source":["# Loading train and val datasets\n","train_dataset = keras.utils.image_dataset_from_directory(\n"," \"/kaggle/input/almond-varieties/dataset\",\n"," image_size=(224, 224),\n"," batch_size=32\n",")\n","\n","# Normalizing datasets\n","normalization_layer = keras.layers.Rescaling(1./255)\n","train_dataset = train_dataset.map(lambda x, y: (normalization_layer(x), y))\n","\n","# Converting the datasets to lists of images and labels\n","train_images = []\n","train_labels = []\n","for images, labels in train_dataset:\n"," for image, label in zip(images, labels):\n"," train_images.append(image.numpy())\n"," train_labels.append(label.numpy())\n","\n","# Converting to arrays\n","images = np.array(train_images)\n","labels = np.array(train_labels)\n","\n","# Converting labels to probability distributions\n","labels = keras.utils.to_categorical(labels, 4)"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:21:57.611744Z","iopub.status.busy":"2024-06-02T19:21:57.611450Z","iopub.status.idle":"2024-06-02T19:21:58.000595Z","shell.execute_reply":"2024-06-02T19:21:57.999622Z","shell.execute_reply.started":"2024-06-02T19:21:57.611718Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["x_train: (933, 224, 224, 3)\n","y_train: (933, 4)\n","x_test: (311, 224, 224, 3)\n","y_test: (311, 4)\n","x_val: (312, 224, 224, 3)\n","y_val: (312, 4)\n"]}],"source":["# Split the data\n","from sklearn.model_selection import train_test_split\n","x_train, x_temp, y_train, y_temp = train_test_split(images, labels, test_size=0.4,random_state=42)\n","x_test, x_val, y_test, y_val = train_test_split(x_temp, y_temp, test_size=0.5,random_state=42)\n","\n","print(\"x_train:\", x_train.shape)\n","print(\"y_train:\", y_train.shape)\n","print(\"x_test:\", x_test.shape)\n","print(\"y_test:\", y_test.shape)\n","print(\"x_val:\", x_val.shape)\n","print(\"y_val:\", y_val.shape)"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:30.507341Z","iopub.status.busy":"2024-06-02T19:22:30.506965Z","iopub.status.idle":"2024-06-02T19:22:30.759631Z","shell.execute_reply":"2024-06-02T19:22:30.758661Z","shell.execute_reply.started":"2024-06-02T19:22:30.507305Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["0\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["# plotting images with label as probability distribution\n","\n","plt.imshow(train_images[600]) \n","plt.axis('off')\n","print(train_labels[600])"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:41.276919Z","iopub.status.busy":"2024-06-02T19:22:41.276542Z","iopub.status.idle":"2024-06-02T19:22:41.526342Z","shell.execute_reply":"2024-06-02T19:22:41.525455Z","shell.execute_reply.started":"2024-06-02T19:22:41.276890Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["1\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(train_images[800]) \n","plt.axis('off')\n","print(train_labels[800])"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:30.761392Z","iopub.status.busy":"2024-06-02T19:22:30.761056Z","iopub.status.idle":"2024-06-02T19:22:31.024056Z","shell.execute_reply":"2024-06-02T19:22:31.023077Z","shell.execute_reply.started":"2024-06-02T19:22:30.761364Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["2\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(train_images[1200]) \n","plt.axis('off')\n","print(train_labels[1200])"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:22:50.522615Z","iopub.status.busy":"2024-06-02T19:22:50.522156Z","iopub.status.idle":"2024-06-02T19:22:50.780020Z","shell.execute_reply":"2024-06-02T19:22:50.779077Z","shell.execute_reply.started":"2024-06-02T19:22:50.522583Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["3\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.imshow(train_images[400]) \n","plt.axis('off')\n","print(train_labels[400])"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:01.782213Z","iopub.status.busy":"2024-06-02T19:23:01.781853Z","iopub.status.idle":"2024-06-02T19:23:02.045977Z","shell.execute_reply":"2024-06-02T19:23:02.045043Z","shell.execute_reply.started":"2024-06-02T19:23:01.782184Z"},"trusted":true},"outputs":[{"data":{"text/plain":["9693"]},"execution_count":13,"metadata":{},"output_type":"execute_result"}],"source":["import gc # calling garbage collector to reduce memory utilization\n","\n","del train_dataset\n","\n","gc.collect()"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:05.461372Z","iopub.status.busy":"2024-06-02T19:23:05.460962Z","iopub.status.idle":"2024-06-02T19:23:05.465916Z","shell.execute_reply":"2024-06-02T19:23:05.464859Z","shell.execute_reply.started":"2024-06-02T19:23:05.461341Z"},"trusted":true},"outputs":[],"source":["from keras import mixed_precision # changing precision policies\n","mixed_precision.set_global_policy('mixed_float16')"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:05.721957Z","iopub.status.busy":"2024-06-02T19:23:05.721585Z","iopub.status.idle":"2024-06-02T19:23:05.726527Z","shell.execute_reply":"2024-06-02T19:23:05.725564Z","shell.execute_reply.started":"2024-06-02T19:23:05.721929Z"},"trusted":true},"outputs":[],"source":["tf.config.optimizer.set_jit(True) # setting optimizer to reduce model computation by optimizing graph-computations"]},{"cell_type":"markdown","metadata":{},"source":["### VGG16"]},{"cell_type":"code","execution_count":16,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:23:13.937289Z","iopub.status.busy":"2024-06-02T19:23:13.936868Z","iopub.status.idle":"2024-06-02T19:23:14.915341Z","shell.execute_reply":"2024-06-02T19:23:14.914450Z","shell.execute_reply.started":"2024-06-02T19:23:13.937254Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m58889256/58889256\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_3\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_3\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)                    โ”ƒ Output Shape           โ”ƒ       Param # โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer (InputLayer)        โ”‚ (None, 224, 224, 3)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1 (Conv2D)           โ”‚ (None, 224, 224, 64)   โ”‚         1,792 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2 (Conv2D)           โ”‚ (None, 224, 224, 64)   โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_pool (MaxPooling2D)      โ”‚ (None, 112, 112, 64)   โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv1 (Conv2D)           โ”‚ (None, 112, 112, 128)  โ”‚        73,856 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv2 (Conv2D)           โ”‚ (None, 112, 112, 128)  โ”‚       147,584 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool (MaxPooling2D)      โ”‚ (None, 56, 56, 128)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv1 (Conv2D)           โ”‚ (None, 56, 56, 256)    โ”‚       295,168 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv2 (Conv2D)           โ”‚ (None, 56, 56, 256)    โ”‚       590,080 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv3 (Conv2D)           โ”‚ (None, 56, 56, 256)    โ”‚       590,080 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool (MaxPooling2D)      โ”‚ (None, 28, 28, 256)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv1 (Conv2D)           โ”‚ (None, 28, 28, 512)    โ”‚     1,180,160 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv2 (Conv2D)           โ”‚ (None, 28, 28, 512)    โ”‚     2,359,808 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv3 (Conv2D)           โ”‚ (None, 28, 28, 512)    โ”‚     2,359,808 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool (MaxPooling2D)      โ”‚ (None, 14, 14, 512)    โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d        โ”‚ (None, 512)            โ”‚             0 โ”‚\n","โ”‚ (GlobalAveragePooling2D)        โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense (Dense)                   โ”‚ (None, 1024)           โ”‚       525,312 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_1 (Dense)                 โ”‚ (None, 4)              โ”‚         4,100 โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m3\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m73,856\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m295,168\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_conv3 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m256\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m1,180,160\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m2,359,808\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_conv3 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m2,359,808\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m525,312\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_1 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 8,164,676 (31.15 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m8,164,676\u001b[0m (31.15 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 529,412 (2.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m529,412\u001b[0m (2.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 7,635,264 (29.13 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m7,635,264\u001b[0m (29.13 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import VGG16\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau\n","\n","# Loading model\n","vgg16_model = VGG16(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=vgg16_model.input, outputs=vgg16_model.get_layer('block4_pool').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(mode='min', monitor='val_loss', factor=0.1, patience=5, min_lr=0.00000001, verbose=1)\n","\n","model.summary() # printing summary of model"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:24:41.688989Z","iopub.status.busy":"2024-06-02T19:24:41.688132Z","iopub.status.idle":"2024-06-02T19:25:42.333217Z","shell.execute_reply":"2024-06-02T19:25:42.332267Z","shell.execute_reply.started":"2024-06-02T19:24:41.688956Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 60ms/step - accuracy: 0.5435 - loss: 1.4679\n","Epoch 1: val_accuracy improved from -inf to 0.94551, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 113ms/step - accuracy: 0.5454 - loss: 1.4614 - val_accuracy: 0.9455 - val_loss: 0.2482 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9245 - loss: 0.2411\n","Epoch 2: val_accuracy did not improve from 0.94551\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9245 - loss: 0.2410 - val_accuracy: 0.9327 - val_loss: 0.2066 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9309 - loss: 0.2009\n","Epoch 3: val_accuracy did not improve from 0.94551\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9312 - loss: 0.2004 - val_accuracy: 0.9391 - val_loss: 0.1965 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9470 - loss: 0.1540\n","Epoch 4: val_accuracy improved from 0.94551 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 24ms/step - accuracy: 0.9469 - loss: 0.1543 - val_accuracy: 0.9487 - val_loss: 0.1571 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9526 - loss: 0.1264\n","Epoch 5: val_accuracy improved from 0.94872 to 0.97436, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 24ms/step - accuracy: 0.9528 - loss: 0.1260 - val_accuracy: 0.9744 - val_loss: 0.0982 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9683 - loss: 0.0897\n","Epoch 6: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9682 - loss: 0.0901 - val_accuracy: 0.9519 - val_loss: 0.1187 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9430 - loss: 0.1500\n","Epoch 7: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9433 - loss: 0.1490 - val_accuracy: 0.9744 - val_loss: 0.0767 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9673 - loss: 0.0822\n","Epoch 8: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9673 - loss: 0.0824 - val_accuracy: 0.9712 - val_loss: 0.0818 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9870 - loss: 0.0534\n","Epoch 9: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9869 - loss: 0.0533 - val_accuracy: 0.9295 - val_loss: 0.1804 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9806 - loss: 0.0487\n","Epoch 10: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 22ms/step - accuracy: 0.9805 - loss: 0.0487 - val_accuracy: 0.9744 - val_loss: 0.0780 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9863 - loss: 0.0452\n","Epoch 11: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9860 - loss: 0.0458 - val_accuracy: 0.9231 - val_loss: 0.2052 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9762 - loss: 0.0598\n","Epoch 12: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 12: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9764 - loss: 0.0595 - val_accuracy: 0.9679 - val_loss: 0.0811 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0132\n","Epoch 13: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0131 - val_accuracy: 0.9744 - val_loss: 0.0673 - learning_rate: 1.0000e-04\n","Epoch 14/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0093\n","Epoch 14: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0093 - val_accuracy: 0.9744 - val_loss: 0.0658 - learning_rate: 1.0000e-04\n","Epoch 15/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0105\n","Epoch 15: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0104 - val_accuracy: 0.9744 - val_loss: 0.0662 - learning_rate: 1.0000e-04\n","Epoch 16/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0095\n","Epoch 16: val_accuracy improved from 0.97436 to 0.97756, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 23ms/step - accuracy: 1.0000 - loss: 0.0095 - val_accuracy: 0.9776 - val_loss: 0.0680 - learning_rate: 1.0000e-04\n","Epoch 17/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0087\n","Epoch 17: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0087 - val_accuracy: 0.9744 - val_loss: 0.0661 - learning_rate: 1.0000e-04\n","Epoch 18/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0068\n","Epoch 18: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0069 - val_accuracy: 0.9776 - val_loss: 0.0666 - learning_rate: 1.0000e-04\n","Epoch 19/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0069\n","Epoch 19: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 19: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0069 - val_accuracy: 0.9744 - val_loss: 0.0662 - learning_rate: 1.0000e-04\n","Epoch 20/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0065\n","Epoch 20: val_accuracy did not improve from 0.97756\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0065 - val_accuracy: 0.9744 - val_loss: 0.0662 - learning_rate: 1.0000e-05\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:42.335591Z","iopub.status.busy":"2024-06-02T19:25:42.335279Z","iopub.status.idle":"2024-06-02T19:25:42.608790Z","shell.execute_reply":"2024-06-02T19:25:42.607748Z","shell.execute_reply.started":"2024-06-02T19:25:42.335558Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":21,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:42.610252Z","iopub.status.busy":"2024-06-02T19:25:42.609947Z","iopub.status.idle":"2024-06-02T19:25:42.893915Z","shell.execute_reply":"2024-06-02T19:25:42.892951Z","shell.execute_reply.started":"2024-06-02T19:25:42.610225Z"},"trusted":true},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAkAAAAHHCAYAAABXx+fLAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABjjklEQVR4nO3dd3xT5eIG8CdJ26R70A2lhQJll12mChTKkCVbpFAUBMHV61VRlvpTrl4v4kAQZYOATFEEhQoiCFRoGWVUyiqjE+imKzm/Pw4NhM60SU7SPt/PJx/Sk/ecvCchzdP3vEMmCIIAIiIiojpELnUFiIiIiEyNAYiIiIjqHAYgIiIiqnMYgIiIiKjOYQAiIiKiOocBiIiIiOocBiAiIiKqcxiAiIiIqM5hACIiIqI6hwGIiIhKWbBgAWQyGdLT06WuCpFRMAARWbCvv/4aMpkMISEhUleFiMiiMAARWbANGzYgICAA0dHRSEhIkLo6REQWgwGIyEJdvXoVf/31FxYtWgQPDw9s2LBB6iqVKzc3V+oqSKKunjeRJWAAIrJQGzZsgKurKwYPHoxRo0aVG4AyMjLw+uuvIyAgAEqlEg0aNEB4eLhO3478/HwsWLAAzZo1g0qlgo+PD5555hlcvnwZAHDw4EHIZDIcPHhQ59jXrl2DTCbD6tWrtdsmT54MBwcHXL58GYMGDYKjoyMmTJgAAPjzzz8xevRoNGzYEEqlEn5+fnj99ddx//79UvW+ePEixowZAw8PD9ja2iIoKAjvvvsuAODAgQOQyWTYsWNHqf2+//57yGQyHD16tNzXbvXq1ZDJZDh06BBefPFF1KtXD05OTggPD8e9e/dKld+zZw969eoFe3t7ODo6YvDgwTh37pxOmYrOuzy3bt3ClClT4OXlBaVSiVatWmHlypU6ZUpe+82bN+Odd96Bt7c37O3tMXToUNy4caPUMbds2YKOHTvC1tYW7u7ueO6553Dr1q1S5Sp6fR+VkZGByZMnw8XFBc7OzoiIiEBeXl6F50VkCaykrgARVc+GDRvwzDPPwMbGBuPHj8fSpUvx999/o3PnztoyOTk56NWrFy5cuIApU6agQ4cOSE9Px65du3Dz5k24u7tDrVbj6aefRlRUFMaNG4dXX30V2dnZ2LdvH+Li4hAYGKh33YqLixEWFoaePXvi008/hZ2dHQDxyzkvLw8zZsxAvXr1EB0djS+//BI3b97Eli1btPufOXMGvXr1grW1NaZNm4aAgABcvnwZP/30Ez788EM89dRT8PPzw4YNGzBixIhSr0tgYCC6detWaT1nzZoFFxcXLFiwAPHx8Vi6dCmuX7+uDR0AsG7dOkyaNAlhYWH4+OOPkZeXh6VLl6Jnz56IjY1FQEBApeddlpSUFHTt2hUymQyzZs2Ch4cH9uzZg+effx5ZWVl47bXXdMp/+OGHkMlkeOutt5CamorFixcjNDQUp06dgq2tLQAx2EVERKBz585YuHAhUlJS8Pnnn+PIkSOIjY2Fi4tLlV7fR40ZMwaNGjXCwoULERMTg++++w6enp74+OOPK319icyaQEQW58SJEwIAYd++fYIgCIJGoxEaNGggvPrqqzrl5s2bJwAQtm/fXuoYGo1GEARBWLlypQBAWLRoUbllDhw4IAAQDhw4oPP41atXBQDCqlWrtNsmTZokABDefvvtUsfLy8srtW3hwoWCTCYTrl+/rt32xBNPCI6OjjrbHq2PIAjC7NmzBaVSKWRkZGi3paamClZWVsL8+fNLPc+jVq1aJQAQOnbsKBQWFmq3f/LJJwIA4ccffxQEQRCys7MFFxcXYerUqTr7JycnC87OzjrbKzrvsjz//POCj4+PkJ6errN93LhxgrOzs/a1Knnt69evL2RlZWnL/fDDDwIA4fPPPxcEQRAKCwsFT09PoXXr1sL9+/e15X7++WcBgDBv3jzttqq8vvPnzxcACFOmTNEpM2LECKFevXpVOkcic8ZLYEQWaMOGDfDy8kLv3r0BADKZDGPHjsWmTZugVqu15bZt24bg4OBSrSQl+5SUcXd3x8svv1xumeqYMWNGqW0lLRWA2D8mPT0d3bt3hyAIiI2NBQCkpaXh0KFDmDJlCho2bFhufcLDw1FQUICtW7dqt23evBnFxcV47rnnqlTHadOmwdraWqfOVlZW+OWXXwAA+/btQ0ZGBsaPH4/09HTtTaFQICQkBAcOHKjSeT9OEARs27YNQ4YMgSAIOscOCwtDZmYmYmJidPYJDw+Ho6Oj9udRo0bBx8dHW9cTJ04gNTUVL730ElQqlbbc4MGD0bx5c+zevRtA1V/fEtOnT9f5uVevXrhz5w6ysrIqPU8ic8YARGRh1Go1Nm3ahN69e+Pq1atISEhAQkICQkJCkJKSgqioKG3Zy5cvo3Xr1hUe7/LlywgKCoKVleGuiFtZWaFBgwalticmJmLy5Mlwc3ODg4MDPDw88OSTTwIAMjMzAQBXrlwBgErr3bx5c3Tu3Fmn79OGDRvQtWtXNGnSpEr1bNq0qc7PDg4O8PHxwbVr1wAAly5dAgD06dMHHh4eOrfffvsNqampVTrvx6WlpSEjIwPLly8vddyIiAgAKHXsx+sqk8nQpEkTbV2vX78OAAgKCir1fM2bN9c+XtXXt8TjIcnV1RUAyuwrRWRJ2AeIyML8/vvvSEpKwqZNm7Bp06ZSj2/YsAH9+/c36HOW1xL0aGvTo5RKJeRyeamy/fr1w927d/HWW2+hefPmsLe3x61btzB58mRoNBq96xUeHo5XX30VN2/eREFBAY4dO4avvvpK7+OUp6RO69atg7e3d6nHHw+NZZ13Rcd97rnnMGnSpDLLtG3bVt/qGoVCoShzuyAIJq4JkWExABFZmA0bNsDT0xNLliwp9dj27duxY8cOLFu2DLa2tggMDERcXFyFxwsMDMTx48dRVFSkcznoUSV/9WdkZOhsL2lVqIqzZ8/in3/+wZo1axAeHq7dvm/fPp1yjRs3BoBK6w0A48aNQ2RkJDZu3Ij79+/D2toaY8eOrXKdLl26pL2MCIidxpOSkjBo0CAA0HYA9/T0RGhoaJWPWxkPDw84OjpCrVZX+bglrVElBEFAQkKCNij5+/sDAOLj49GnTx+dsvHx8drH9Xl9iWozXgIjsiD379/H9u3b8fTTT2PUqFGlbrNmzUJ2djZ27doFABg5ciROnz5d5nDxkr/gR44cifT09DJbTkrK+Pv7Q6FQ4NChQzqPf/3111Wue0lLwqMtB4Ig4PPPP9cp5+HhgSeeeAIrV65EYmJimfUp4e7ujoEDB2L9+vXYsGEDBgwYAHd39yrXafny5SgqKtL+vHTpUhQXF2PgwIEAgLCwMDg5OeGjjz7SKVciLS2tys/1KIVCgZEjR2Lbtm1lBpGyjrt27VpkZ2drf966dSuSkpK0de3UqRM8PT2xbNkyFBQUaMvt2bMHFy5cwODBgwHo9/oS1WZsASKyILt27UJ2djaGDh1a5uNdu3bVToo4duxY/Pvf/8bWrVsxevRoTJkyBR07dsTdu3exa9cuLFu2DMHBwQgPD8fatWsRGRmJ6Oho9OrVC7m5udi/fz9eeuklDBs2DM7Ozhg9ejS+/PJLyGQyBAYG4ueffy7VT6UizZs3R2BgIN544w3cunULTk5O2LZtW5l9Sb744gv07NkTHTp0wLRp09CoUSNcu3YNu3fvxqlTp3TKhoeHY9SoUQCADz74oOovJoDCwkL07dsXY8aMQXx8PL7++mv07NlT+/o6OTlh6dKlmDhxIjp06IBx48bBw8MDiYmJ2L17N3r06FHtS27/+c9/cODAAYSEhGDq1Klo2bIl7t69i5iYGOzfvx93797VKe/m5oaePXsiIiICKSkpWLx4MZo0aYKpU6cCAKytrfHxxx8jIiICTz75JMaPH68dBh8QEIDXX39deyx9Xl+iWkui0WdEVA1DhgwRVCqVkJubW26ZyZMnC9bW1trh1Xfu3BFmzZol1K9fX7CxsREaNGggTJo0SWf4dV5envDuu+8KjRo1EqytrQVvb29h1KhRwuXLl7Vl0tLShJEjRwp2dnaCq6ur8OKLLwpxcXFlDoO3t7cvs27nz58XQkNDBQcHB8Hd3V2YOnWqcPr06VLHEARBiIuLE0aMGCG4uLgIKpVKCAoKEubOnVvqmAUFBYKrq6vg7OysM/y7IiXD4P/44w9h2rRpgqurq+Dg4CBMmDBBuHPnTqnyBw4cEMLCwgRnZ2dBpVIJgYGBwuTJk4UTJ05U6bzLk5KSIsycOVPw8/PTvu59+/YVli9frvPcAISNGzcKs2fPFjw9PQVbW1th8ODBpYaxC4IgbN68WWjfvr2gVCoFNzc3YcKECcLNmzdLlavs9S0ZBp+Wllbma3f16lW9zpXI3MgEgW2eRGS5iouL4evriyFDhmDFihVV2qdkwsC///4bnTp1MnINa+bgwYPo3bs3tmzZom3pIqKaYx8gIrJoO3fuRFpamk7HaiKiyrAPEBFZpOPHj+PMmTP44IMP0L59e+18QkREVcEWICKySEuXLsWMGTPg6emJtWvXSl0dIrIw7ANEREREdQ5bgIiIiKjOYQAiIiKiOoedoMug0Whw+/ZtODo61mg1bCIiIjIdQRCQnZ0NX1/fStflYwAqw+3bt+Hn5yd1NYiIiKgabty4gQYNGlRYhgGoDI6OjgDEF9DJyUni2hAREVFVZGVlwc/PT/s9XhEGoDKUXPZycnJiACIiIrIwVem+wk7QREREVOcwABEREVGdwwBEREREdQ4DEBEREdU5DEBERERU5zAAERERUZ3DAERERER1DgMQERER1TkMQERERFTnMAARERFRnSNpADp06BCGDBkCX19fyGQy7Ny5s9J9Dh48iA4dOkCpVKJJkyZYvXp1qTJLlixBQEAAVCoVQkJCEB0dbfjKExERkcWSNADl5uYiODgYS5YsqVL5q1evYvDgwejduzdOnTqF1157DS+88AJ+/fVXbZnNmzcjMjIS8+fPR0xMDIKDgxEWFobU1FRjnQYRERFZGJkgCILUlQDEhct27NiB4cOHl1vmrbfewu7duxEXF6fdNm7cOGRkZGDv3r0AgJCQEHTu3BlfffUVAECj0cDPzw8vv/wy3n777SrVJSsrC87OzsjMzORiqERksQRBQEpWAYo1GqmrQlSKo9IaznbWBj2mPt/fFrUa/NGjRxEaGqqzLSwsDK+99hoAoLCwECdPnsTs2bO1j8vlcoSGhuLo0aPlHregoAAFBQXan7OysgxbcSIiEzt8KR3/2XsBcbf4+4zM00tPBeLNAc0le36LCkDJycnw8vLS2ebl5YWsrCzcv38f9+7dg1qtLrPMxYsXyz3uwoUL8d577xmlzkREphR3KxMf772IPy+lAwDkMsBawfEuZH6s5DJpn1/SZzcTs2fPRmRkpPbnrKws+Pn5SVgjIiL9XL+Ti09/+wc/nb4NALBWyDAhxB+z+jSBu4NS4toRmR+LCkDe3t5ISUnR2ZaSkgInJyfY2tpCoVBAoVCUWcbb27vc4yqVSiiV/AVBRJYnPacAX0ZdwobjiSjWiF06h7fzRWS/IDSsZydx7YjMl0UFoG7duuGXX37R2bZv3z5069YNAGBjY4OOHTsiKipK25lao9EgKioKs2bNMnV1iYiMJqegGN/9eQXfHrqC3EI1AOCJZh54MywIres7S1w7IvMnaQDKyclBQkKC9uerV6/i1KlTcHNzQ8OGDTF79mzcunULa9euBQBMnz4dX331Fd58801MmTIFv//+O3744Qfs3r1be4zIyEhMmjQJnTp1QpcuXbB48WLk5uYiIiLC5OdHRGRohcUabPo7EV9EXUJ6TiEAoG0DZ7w9oDm6N3GXuHZElkPSAHTixAn07t1b+3NJP5xJkyZh9erVSEpKQmJiovbxRo0aYffu3Xj99dfx+eefo0GDBvjuu+8QFhamLTN27FikpaVh3rx5SE5ORrt27bB3795SHaOJiCyJRiPg57NJ+N9v8bh+Jw8AEFDPDv8Oa45Bbbwhk0nboZTI0pjNPEDmhPMAEZE5eXxIu7uDEq+GNsW4zn4c4UX0iFo7DxARUV3y+JB2B6UVXnyiMab0bAR7JX99E9UEP0FERGamrCHtz3X1x6zeTVCPQ9qJDIIBiIjITDw+pF0mA4YF++Jf/YPg58Yh7USGxABERCSxsoa0P9nMA28OCEIrXw5pJzIGBiAiIolwSDuRdBiAiIhMrGRI+6e/xiPxrjikvZG7Pd7oH8Qh7UQmwgBERGRCHNJOZB4YgIiITIBD2onMCz91RERGVNaQ9oldAzCzdyCHtBNJiAGIiIxKrRFwKTUbgR4OdeoST1lD2oe3q4/Ifs04pJ3IDDAAEZHRFKk1mLE+BvsvpMDFzhqhLbwwsLU3ejZ1h9JKIXX1jIJD2oksAwMQERmFRiPgra1nsP9CCgAgI68IW0/exNaTN+GgtELv5p4Y2NobTwV5wM7G8n8VFRZrsDE6EV/+/nBIe3ADZ7w1sDm6B3JIO5G5sfzfOkRkdgRBwPs/n8f22FtQyGX4ekIHOKms8eu5ZOyNS0ZyVj5+On0bP52+DaWVHE8288DANt7o09wLzrbWUldfL+UNaf93WBAGtuaQdiJzxdXgy8DV4IlqZvH+f7B4/yUAwGdjgzGifQPtYxqNgFM3M7A3Lhl74pJw4+597WPWChm6B7pjYGtv9GvpZfadhMsa0v5aaFOM5ZB2Ikno8/3NAFQGBiCi6lt95CoW/HQeALBgSEtM7tGo3LKCIOB8Uhb2xoktQ5dSc7SPyWVASKN6GNDaG2GtvOHtrDJ63auqrCHt058Uh7TXhst5RJaKAaiGGICIqmdH7E28vvk0AOD10GZ4NbSpXvsnpObg13Niy1BJq0qJDg1dMLC1Dwa09pZsFFV5Q9pn9WkCN3sbSepERA8xANUQAxCR/vafT8GL609CrREQ0SMA855uWaP+Lzfu5oktQ+eScfL6PZ3HWvk6YWBrbwxo7Y0mno41rXqlOKSdyDIwANUQAxCRfo5evoNJq6JRWKzBM+3r49PRwZDLDdf5NyUrX9uB+tiVO9A88luriacDujZ2g5XcOH1u8ovU+On0be2Q9qeCPPBmWHO09OXvBiJzwwBUQwxARFV39mYmxn97DDkFxQht4YWlz3Uwagfgu7mF2Hc+GXviknEkIR1FatP8CuOQ9lrkfgaQ/g+QkQg4+gAezQH7elLXqmrUxcC9a0B6PCAIgHszwK0RoLCs0ZPGwgBUQwxARFWTkJqDMd8cxd3cQnRt7IbVEV2gsjbdBIdZ+UX4/UIqEh7pPG0MbRs4o19LLw5ptySCAOSkAGnxYthJu/jwfk5K6fJ29QD3IMCj2YN/H9yc6gNSvO9F94E7CY/V/x/g7mVAXahbVm4N1AsUw5BHkBjo3JsB7k0Ba1vT111CDEA1xABEVLlbGfcxeulfuJ2Zjzb1nfH91BA4qvhXKJmYRgNkJopBIS1ebBlJ+0e8X5BZ/n5O9QGXhkDWLbElqDw2DmKQeDQUuQcBrgGAwgAj/vIzxfqmx+uGnXvXAZTz9WxlKwY1yID0S0BRbjkHl4nn+Gi9PYLEcGTrUvO6myF9vr85XpOI9JaeU4CJ3x3H7cx8BHrYY3VEZ4YfMq7iQuDulYdBoSTspCcAxffL3kcmF4PK4+HFvSmgeuTLsTAPuHOpdIi6exkozAFux4q3RylsALfAR477oPWlXlPA+rEpGwQByE3TbYUq+Tc7qfxzVrk8cuzmD+87+wElfd40GjHEaev9SIi6fw/IuC7eLv2me2wH79KtXe5BgIOnNC1eEmALUBnYAlQL5aQBZ38AWo8EHL2lro3+Tm0EMm+Kv7g9mgNujQEraYZdZ+UXYfzyYzh3Owu+zipsndEdvi4SNrMnHhP/Cm7/XJ35xV0lBdnApX3ArZPiF7AlEjRA5g3xS/3eVUBTXHY5hY0YPLRf6A8Cg1tg6TCiD3WRGLoeDRdp8eL/t/JCF2Ri6PIIEi+rlVzGys8o/3kcfR4GqEfDjr1H9f9PCwKQm146MKb9A2TfLn8/lfPD11Bp5LXrGj8JNAsz6CHZAkT0qKJ8YMNIIOk0cHI1MOVXwM5N6lpV3V9fAb+9q7tNphBDkE7TdjPxl6eNvdGqkl+kxgtrTuDc7SzUs7fBuhdCpA0/BdnAhjHipQ5HH6BpqHR1MQd5d4F/9gLndwGXfwfUBVLXyLBsHB7p5/LIJR0Xf8Ncjnqcwvrhcz1K80gwe7zVJT9TDGv3rj52MBng6l92a5QxLkfJZICDh3gL6Kn7WH6WGOLSLj4MRenxYufq/EzgZrR4MzYrpcEDkF5PL9kzE5nKnn+L4QcQf0ltHA+E77SMzoFx2x6Gnyah4hdc+j9is/ydS+Lt4s+6+zj7PRaKHvyyrWHoK1JrMOv7GERfvQtHpRXWTOmCQA+HGh2zxmI3POznEbOmbgag7BTx/8CFn4Brf+q2krg1Bpr0A2wseK4iB6+H/5+dfM2jlU8uF8OMqz/QrP/D7YIA5KQ+DEV5d8XOyR5BQL0m5vM7R+UENOgo3h5VlC+2WFV2adFQAnoY9/iV4CWwMvASWC0Ssw7YNUvsCzDgY+D3/xO/MFsMAUavAeSmG7Gkt6t/AuufEUd8dHkRGPix+MtfEICs2481bT/oU5CXXv7x7D3KHuXi6FPpl4pGI+BfW05jR+wtKK3kWDulC0IaSzxsWKMGvmgv9m8AxJEwkRfEv3hru4xE4MLPwIVd4iXARzvLerYS/3+3HAp4tjSPwEBkIrwERgQAt08Bu/8l3u/9LhAyDfBqCawbIf61vHf2w1BhblLOA5smiOGnxVBgwMKH9ZTJAOf64i2wj+5+uXcea5J/8G/mDbETZm4acP2w7j5KJ/GyQq9/Ac0HlapKycruO2JvwUouw9LnOkgffgAg/hcx/Ni6Ak4NgJSzwJlNQPeXpa6ZcaQnABd+FC9vJZ3Sfax+RzH0tBgqtjgQUaXYAlQGtgDVAnl3geVPin8pNxsIjPv+4aiJuG3A1ini/X7vAz1ela6eZcm8BazoJ47saNgNmLizZh05AaAgRwxCj4aitHixg6cgznAMew/gtbOlmuk/2/cPPo8SV3ZfPLYdhrevX7O6GMrKAUDiUTG4OTcAfn5dbNmaedw8Q62+BAFIiRMDz4WfgLQLjzwoA/y7i4GnxdPi+RMRW4CojtNogB0viuHHNQAYsexh+AHEkWBZSWLfmn3zAEdfoO1oyaqrIz8T2DBaDD/uQWJwq2n4AQClA1C/g3h7VHGhONT3+zHi6xWzTmwpe2DVkava8PPe0FbmE35unRTDj9wa6DxV7Pj967ti69eNaKBhiNQ1rB6NRjy3Cw9Cz6MdaeVWQKMnxUtbQYPE4cpEVG0MQFT7/PmpOOeFlQoYs67sERbdZ4n9aI4tAXbOEL9MGj9p8qrqKC4QL3ulnhPn6Hhuq/FHq1nZAJ4txFaw3f8CjnwOdJwMWNlge8xNvPfTeQBAZL9mmNQ9wLh10cfRr8V/W48EnHzE+y2HA6e/B2LXWlYAUheLYe7CLrFfz6NDlK1UYuf3FkPE0TK2rtLVk6iWYQCi2iVhP3DgI/H+058BPm3LL9v//8Qvm3M7gM3PARF7AO/Wpqnn4zQaMYhd+xOwcQQmbBFncDWVds8BBz8Gsm4CZ3/APmU//HvrGQDAlB6N8HKfJqarS2Uyb4rvGQB0e+nh9g7hYgCK2wEM+A+gNP4q8TWWegFY94xu6LFxEMNOi6Fi+FFKPNKOqJYy3oqFRKaWkQhsewGAAHSMANo9W3F5uRwYvgzw7wEUZAEbRgEZN0xS1VL2zxP7JsmtgLFrKw5uxmCtElvFANw/8Cle/v4E1BoBIzs0wJzBLcxrDazo5WK/pYBegE/ww+0Nu4qT4RXlAnHbpaufPn5/EMJtXcUQOn4z8O/LwKiVQKvhDD9ERsQARLVDUT7wQ7g49btve7EFoCqsVcC4DYBHC3FK+g2jxGPoKSnzPi6lZKNaYwqOLQP++lK8P2xJ6ZFdptJpCoqVzrDNuoo+mmPo19ILH49sA7ncjMJPQQ5wYrV4v9tM3cdkMnE2aACIXWfSalXLncvAxd3i/Yi9wPAlQNAAw/T5IqJK8RIY1Q573xbX6rF1Bcas1e9LxNZV7G/zXag4M+qmCcBz28s9Rm5BMc7eysSpGxk4lZiB2Bv3kJIlzrjr66xCWGtvDGztg47+rlBUFh7O/yjWHQD6zgeCx1W93gaWkClDVGF/vIgteNNuN7zHzYeVwsz+Rjr1vTiPk1sg0LSMGWSDxwO/fwDc/Fu8vOTZwvR1rKrj3wAQxMtcns2lrg1RncMARJbv1PfAyVUAZMDIFdXrO+PcAJiwFVg1ELh+BNg5HRi5EmrIkJCag1M37uHUjQzEJmbgn5RsaB5r6JHLAGuFHLcz87HqyDWsOnIN7g5K9G/lhYGtvdG1cT1YPx4mrv8FbJsKQAA6vwD0fL26r0CN3cq4j4krjuP+/VCEq35CQPFl4NrvurPcSk2jBo496PzcdYbuyL4Sjl5AswHizMgx64ABH5m2jlV1/x4Qu168/3hLFhGZBAMQWbakM+L8LwDQ+x2gSd/qH8u7Ne4NXQnnreMhP7cDv1yT4c2cccgpKL0Ao7eTCu38XNC+oQva+bmgTQNnyGUyHPonDXvjkrHvQgrScwrw/fFEfH88Ec621ghtIYahnk3dobp3SVySQ10ANH8aGPiJyeeuuV+oftCSdQ8bjiciKTMfgR7eQPPngb+XiKPpmvYznzl14veIw8JVLhX37+oQLgagM5uA0PniekPm5uQasa+SZ0ugcW+pa0NUJzEAkeW6fw/4YSJQnA807Q/0ekO/3QvViLudiVOJGeLlrBsZuJVRiKHyF/GFzVcYlLsdJ4ttsdFmKNrUd0a7hi5o7+eCdn6u8HYu+/JY/1be6N/KG4XFGhy9cgd745Lw27kU3MktxLaYm9gWcxMBNpnYbrMAbsUZUNfvDMXI74y+JIdGI+BKeg5iH5xrbGIG4lOyoX6kKau+iy3WvxACW3lzIOZb4MZxsZVK4vV6tEpafzpFVLzga2BfcXmP7CRxtuhWI0xTv6pSF4kduQGg60vmEzCJ6hgGILJMGg2wY4a4erFLQ2DEN2VfEnnE1fRcnLx+T3s560KSbgAAxO+iix79sVulxuCUpZhrvQHvPNMHirYD9KqejZUcTzbzwJPNPPB/wwX8fe0u9sYl49DZK1hSsBBuxSm4rPHBs9enoe3GcxjY2ht9m3vB2c5a31eiTOk5BTrB7vTNDGTnl27J8nRUop2fC9o1dMGojg3g6agCYCt2Jj6xUmwFMocAdDtWvDQptwK6TKu4rMJKbCH683/iZTBzC0DnfxQnurT3ANqYyQScRHUQAxBZpsOLgH/2AAqlONlhJRMGfvX7JXz62z+ltnuUBAA/sXWnTQNnOKqsAeEJYI8GiP4Gih9niH1LGvWqVlUVchm6Nq6Hrg0dIdybDdnVRORYu+EdxQKkZNhj3/kU7DufAiu5DN2buGNga2/0b+mFeg5Vu3STX6TGudtZ2rATm3gPN++VXsVZZS1Hm/rOaN/QVXvOPs6qsoe493hVvExz+XfgVkzpGaRNrWTiw1bPiCuCV6b9c2IAuvy7OLWBi59x61dVggAc/Uq83/kFjvgikhDXAisD1wIzc5cPiKukCxpg6FdAh4kVFt8bl4Tp62MAAB39XcXLWA/67tR3sS1/jhuNGtgySVySQOkMTNkrLqZaHYIgLs9xZrM40d3k3RB8gnEhKRt745KwJy4Zl1JztMXlMqBzgBsGtvZGWGtv+DjbPjiMgKvpudqwI7ZkZaFIXfpj3MTTQRt02vm5IMjbsXRH7Ipsf1HsR9NiCDB2ffXO2xAybwGftwU0xcC0g+I0B1Wx+mlxYsmnZgNPvW3UKlbZ9aPAqgFicH/9XN1YuZ7IhPT5/mYAKgMDkBnLvAl88wSQdwdoPxEY9lWFxeOTszHi6yPIK1QjokcA5g9ppd/zFd0H1g4HbhwDnOoDz+8TV2HX1/4FwOHPxEs4z24Whz4/JiE1B7+eS8aeuCTE3crSeaydnwucba1x6kYGMu8Xldq3nr3NI52yXdHWzxlOqhpeTku9CHz9YEmJl45LN1R733zgyGLAvycQsbvq+53ZAmx/AXD2A149bfR+VlWy+TkxUFfh/y4R6Y+LoVLtVFwgTnaYd0ecAXjQpxUWz8grxNS1J5BXqEb3wHp4d1A15oSxtgXGbwRWhokrqG8YJS6ZUdb6YuWJ/lYMPwAw5Isyww8gttg08WyCmb2b4MbdvAdhKPlBv6UMbTkbKzla+zqhnZ+rtmN2A9cKWrKqy7O52Ppz4Sex/s98Y9jjV0VBzoMpDqC77EVVtHgaUDkDmTeAKwdrNkLQEO5eEdf6Ajj0ncgMMACR5fj1HXGlbJVLpZMdFqs1eHljLBLv5qGBqy2+erZD9Sf1s3MDntsGfNcPSD0v/hX/3LaqDa++8BPwy7/F+33mAO0nVOkp/dzs8EKvxnihV2OkZOUj6kIq1BoNgv1c0NzbCTZWJpqgsGekeA5ntwC9ZwOuAaZ53hKnNwL5mYBbY3F+H31Y2wJtxgB/fyvODC11ACqZ+DCwr3lP0EhUR5jZNK9E5Ti9Gfj7O4iTHX5X6RfxJ7/G489L6bC1VuDb8E5ws7ep2fO7NBQXKLVxFPuV7JwhjkSrSOJx3bXJ9BymX8LLSYVnQxpiYrcAtG3gYrrwA4idnwP7iGtvHfncdM8LiK9vydD3kBnVu4TVIVz89+JuIPeO4eqmr/sZj0x8qGdLFhEZBQMQmb/kOOCnV8X7T74pTs5XgZ2xt7D80BUAwKejg9HCx0D9uHzaiguVyq3EhUv3zyu/bPolYONYcY6iZgPFy3WWOt9Lr3+J/8auB7KTTfe8/+wVLxupnCtf2LY8Pm3Fy6XqQrEDulRi1gKFOYBHc7EFiIgkxwBE5u1+xoPJDu+LXxxPvlVh8bhbmXhr2xkAwEtPBWJwWx/D1iewj7hgKSAuYHpsWeky2SniKLX794D6ncSVvRUWfLXZvwfg11UMEUdN2HH36IPXuWNEzVZFb/9glGDsOnE0nqmpix9c/gInPiQyIwxAZL4EAdj5ktgK4NxQvPRVwWWQ9JwCTFt7AgXFGvQO8sC/+gcZp17B44C+D1p/9r4tTmxXoiBb7CidkSj2W3l2M2BjZ5x6mIpM9rAV6O+VQN5d4z/n7VPA9cNVm/iwMm1GA1Yqsf/WrZMGqZ5eLvwIZN0E7NyBtmNM//xEVCYGIDJfRxYD8bsBhQ0wZk2Fkx0WqTV4aUMMbmfmo7G7PT4f377yldhromekOJEdBHFB0+t/iUsc/BAOJJ8RZ/l9bhtg7268OphS036Adxtx/arjJhgNVtL3p9WI6k078ChbF6DlMPF+zNqaHUtfgvCwJavzC2LHbCIyC5IHoCVLliAgIAAqlQohISGIjo4ut2xRURHef/99BAYGQqVSITg4GHv37tUps2DBAshkMp1b8+YSzV9C1XflDyDqffH+wE8qnYn4/Z/OI/rqXTgorbA8vFPN58CpjEwm1qv50+KCphvHAT9MEmcetrYHnv1BbAGqLR5tBTq+TGzpMpas22IfK0C8ZGQIJZ2h47aJQ+tN5Ua02OqksAE6P2+65yWiSkkagDZv3ozIyEjMnz8fMTExCA4ORlhYGFJTU8ssP2fOHHzzzTf48ssvcf78eUyfPh0jRoxAbGysTrlWrVohKSlJezt8+LApTocMJfMWsHWKONNzuwlAx8kVFt8UnYh1x65DJgMWj22HJp416C+iD7lCvCzXoIs4VDt+NyBTiK1VUi8dYQwthgL1mgD5GeI6YcYS/a0463PD7oZ7Hf17iIG0MAc4v9Mwx6yKkj5TbccADp6me14iqpSkAWjRokWYOnUqIiIi0LJlSyxbtgx2dnZYubLsX67r1q3DO++8g0GDBqFx48aYMWMGBg0ahP/973865aysrODt7a29ubvXkssQdUFxIbBlMpCXLl5yGfy/CjuNnrx+D3N/jAMARIY2Q2hLLxNV9AFrW7Gfj3sz8echiysdpWax5Aqg5+vi/b++AoryDf8chbkPw5Uhh4vLZOL6YIC4QKop3LsGXHww8aGhWrKIyGAkC0CFhYU4efIkQkMfzoorl8sRGhqKo0ePlrlPQUEBVCrdye9sbW1LtfBcunQJvr6+aNy4MSZMmIDExETDnwAZx29zgJvR4tDnMesq7DORnJmP6etPokgtYGBrb8zq08SEFX2EnRvw4p/AK6ceXmqprdqOFZeWyE0FThlhfbDTG8UWJtcAIGiQYY8d/KzYQnfjGJAWb9hjl+X4N2IrZuPegJeeS7AQkdFJFoDS09OhVqvh5aX7F7uXlxeSk8ueayQsLAyLFi3CpUuXoNFosG/fPmzfvh1JSUnaMiEhIVi9ejX27t2LpUuX4urVq+jVqxeys8vvs1BQUICsrCydG0ng7FYg+kEH2xHLAbdG5RbNL1LjxfUnkZZdgObejvh0dLDhl4LQh7WqwvrWGgproPsr4v3Dn4sdvw1Fo3m46nvXlwy/dpeTD9C0v3g/1sitQPmZD1uaus0y7nMRUbVI3glaH59//jmaNm2K5s2bw8bGBrNmzUJERATk8oenMXDgQIwePRpt27ZFWFgYfvnlF2RkZOCHH34o97gLFy6Es7Oz9ubn52eK06ESeXeBg/8BfnzwRdHrDSCo/GUPBEHAnJ1xOH0jA8621lg+sRPslRY8z46l6TBRHOWWmSiGVkO59Btw9zKgdBb7fhlDSQvd6U3i5VZjiVkHFGYD7kHSL8FBRGWSLAC5u7tDoVAgJSVFZ3tKSgq8vb3L3MfDwwM7d+5Ebm4url+/josXL8LBwQGNG5c/2sbFxQXNmjVDQkJCuWVmz56NzMxM7e3GjRvVOynST06auNL34jbAwYXiZIdN+wO936lwtzV/XcPWkzchlwFLnu2AhvUsfJ4dS2Nt+3Axz8OLKl8SpKpKOgx3nFSziQ8r0rQ/4OAF5KaJM00bg7pYHCkHiP2YOPEhkVmSLADZ2NigY8eOiIqK0m7TaDSIiopCt27dKtxXpVKhfv36KC4uxrZt2zBs2LByy+bk5ODy5cvw8Sl/RmClUgknJyedGxlR5i1gz1ti8DmyWByZ49UaGLUKGL+pwksff11Oxwe7LwAA3hnUAj2bsoO7JDo9L7bUpP8DXPyp5sdLOiOusSZTACEv1vx45VFYAcHjxfvGugx28SdxBXq7emKfKSIyS5JeAouMjMS3336LNWvW4MKFC5gxYwZyc3MREREBAAgPD8fs2bO15Y8fP47t27fjypUr+PPPPzFgwABoNBq8+eab2jJvvPEG/vjjD1y7dg1//fUXRowYAYVCgfHjx5v8/ErRqMVLBob6i9nS3L0K7HoF+DxY/Au5+D5Qv6MYeqYfBlo/U2H4uXE3DzM3xECtETCifX0837MO9LkxVyonIOTBDM1//q/mS0xoJz4cDjg3qNmxKlNyGSxhvxjGDa1k4sNOz3PiQyIzJmnHibFjxyItLQ3z5s1DcnIy2rVrh71792o7RicmJur078nPz8ecOXNw5coVODg4YNCgQVi3bh1cXFy0ZW7evInx48fjzp078PDwQM+ePXHs2DF4eHiY+vRKi14uLp0QvRwY+iXgYaSlGsxNWjzw5yLg7BZxVXEA8O8JPPEG0PipKl0iuF+oxrR1J3EvrwhtGzhj4TNtpO30TOIK7UeXAEmngctRQJPQyvcpS3byw75EXWcarn7lqRcozgt0/Qhw6nvgyX8b7tg3ooGbfz+Y+PAFwx2XiAxOJghSrA5o3rKysuDs7IzMzEzDXg47uQb49R3xko/CBnji30CP1wArG8M9hzlJOgP8+SlwfheAB//NmoSKnZz9K77M+ShBEPDyxlj8fCYJ7g422DWrJ3xd+Je1Wdj7DnBsiThp4ZQ91TtG1Afi/xO/rsDzvxq2fuU5vQnY8SLg4i9OXyA3UGP4D5PEiRbbTQCGf22YYxJRlenz/W1Ro8AsXsdJwEvHxI6Y6kLgwIfA8qeAmxIs0GhMN6KBDWOAb3o9WChUEJeMmHpAXB9Lj/ADAMv+uIKfzyTBSi7D1xM6MvyYk+6zxDCf+Je4Hpq+CvOAEyvE+91M0PpTosVQQOkEZFwHrh0yzDHvXQcu7BLvc+JDIrPHAGRqLn7iOlEjV4idJFPPAStCxb+kC3Olrl31CQJw9RCwZgiwoh9w6VdAJgdajwJmHAXGbajWsgYH4lPxya8XAQALhrZCl0blL4hKEnDyBdo9K97/c5H++5/eCNy/J7bENB9s2LpVxMYOaDNKvG+omaGjl4sTHzZ6EvBubZhjEpHRMABJQSYTf/nO/FscJSJoxMsIX3cTF9O0JIIA/PMbsKK/GH6uHgLkVuKyA7NOAKNWAF4tq3Xoq+m5eGVjLAQBGN+lIZ7r6m/gypNB9HhVDLsJ+4Dbp6q+n0YDHFsq3u86w/ATH1ampDP0hZ/EuahqIj9LvMQNcOJDIgvBACQl+3rAM8uBCVvF5QUyrgPrRgA7ZtT8F7KxaTTi5a1vngC+Hy0uX6FQAp2nAq/EAsOWiJ1Nqyk7vwhT155Adn4xOvm74r2hXErAbLk1BlqPFO8f1qMVKGEfcOeSeCmqZJ0uU/JpB3i1AdQFYgf9mohdL058WK9p9TuDE5FJMQCZg6b9gJeOAl1eBCADTn8PLOkCxG2v+fBiA0nLLsCqI1ex6NdzOLFrKfK/6AL8EA4knwGs7cW/el87Awz+FHBpWKPn0mgEvL75NBJSc+DtpMLXz3WAjRX/q5q1npHiv+d3AWn/VG2fkuHiHcIBpaNx6lURmUyc1RoAYtZW/7OmLgaOP2jJ6vaS4TpUE5FRcf0Ac6F0BAZ9Il4a+3EWkB4PbI0Q/zId/D+xr4WJFRZr8PvFVGw9eQPn4uPRXxaNKYo98JenAgCyBFtst34aJ7zGwqe4PppcLEQTz7to4uEIZzvraj/v4qhL2H8hBTZWcnwzsSM8HVWV70TS8moJBA0G4ncDhz8DRiytuHzyWeDqH8af+LAybUYDv80FUuKA27HV6qeGiz8DGYmArRvQdpzh60hERsEAZG78ugDT/xQ7lP75PyD+F+DaYaDfe0CHySb56/Lc7UxsPXkTf8fGomvBX5ihiEZHm0vax7NkTliDwVie3xfZBXZAQiGQcFXnGB6OSjT1dECTx24eDsoK5+/ZG5eML6LE51o4og2C/VyMco5kBL0ixQB0ZjPw1NuAawV9tkoWPW05tMYthjVi5wa0GALEbRVnhq5OACqZxLHTFLFzNRFZBM4DVAajzQOkr5TzwK6XgVsnxJ/9ewBDvgDcmxj8qe7mFmJn7C0cj/4LTe8cwADF32gtv6ZbqEEXsa9Hh4mAjT3u5BQgITUHCWk5uJSSg8tpOUhIzUFSZn65z+OkskJTL0c08XgQirwc0MTDAfVdbJGQloMRS44gt1CNKT0aYd6Q6nWeJgmtGSq27HSeKl4OLUt2MvBZa0BTBLwQBTToZNo6Pu7KH8DaB8Pi/xWvX4i5eQL4ri8gtwZejwMcy17HkIhMQ5/vbwagMphNAALE5TOilwNR7wNFeWJH46feArq/Aiiqf5kJAIrUGvxxMRXHjv4Ot+u/or8sGk3kt7WPCzI5BP+ekLccKg5RruJluOz8IlxOy0VCag4upWbjcqoYjBLv5kFTzv82W2sFrOQyZBcUo3tgPayd0gVWCvalsDglUyEolMBrZwFHr9Jlfv8/4NB/xUD9wj7T1/FxGg3wRTtxEMLwZUA7PZbN2RIBnNsuri82YpnRqkhEVcMAVENmFYBK3LsO/Pzaw2Hy3m3E5TR82+t9qPikTBw9+Aus/tmNJ9XH4CdP0z6mlllB0+gpWLceDgQNEkeqGUh+kRpX03Nx6UEguvwgIF1Nz0WRWvxv2MDVFrtm9YSbfS2dHbu2EwRxHqibf4vD4/u9r/t40X1gUUvg/l1g9Bpx7S9z8Md/gQP/J7ayRvxStX0ybojr2glq4MU/AZ+2xq0jEVWKAaiGzDIAAeKXy5nN4npi9++Jc690mwU8NbvSZvuM7Fz8/cdPKDr7Izrl/wVPWYb2sUK5CvkBfeDU7hmgWX9A5WzkE9FVrNYg8W4ert3JRZv6LvBwVJr0+cnA4vcAG8cBNg7iZSFb14ePnVglBnmXhsDLseLq7OYg8xawuLU4J9esk1W7zPzbHOCvL4FGTwCTfjJ+HYmoUvp8f5vJbx+qEpkMCB4HBPYF9r4FxG0D/vpCnMhtyOdA4yd1ihcX5OH84V3IPbUDzbMOo58s58FxgDy5PTL9+sKjy2jYNA2FjYSdN60UcjT2cEBjDwfJ6kAG1GwA4NVaHFl1fLl4yRZ4MPHhgw7DIdPNJ/wAgHN9cf6eS7+JnaH7vVdx+YLshxMfmmIBVyIyODP6DURV5uABjFoJtBkD7I4E7l0VO3G2nwg8NRtJ5w7h3omt8L97GG3xoEOyDMiQOSPFty98uo6BU4u+sKuti7CStGQyoOfrwLbnxflxus0ElA7iivHp/wA2juL/VXPTIVwMQKc3An3mVNzHLnY9UJAF1Gsiru1HRBaHAciSBQ0A/LsD+xeIC0rGrgNi18EHgM+DIilwwzWPPvAMGYNGHULhYurlBqhuajVCXOz37hXg5Gpx0dSjX4mPdQgHVGZ0ablEswGAvQeQkyIGofLWJtOoH1vCg531iSwRP7mWTuUEPL0IiNiL21YNAADXBS/scR6Lo322wPXdSwiZuQKNOoWZfq0lqrvkCrEVCBD7ydyKAa4cFPutSTnxYUUU1uIlZqDiBVIv7hZHjNm6iqO/iMgisQWotvDvhnDVF8hMT8anEf0wMMhT6hpRXdd2HHDwP0DWLWDTgxXjWwyteIJEqbUPFwPbpd+ArCTAyad0GZ2JD+1NWz8iMhi2ANUiKTnFSIML6rtyNloyA1Y2QPeXxfvZSeK/3cy8w7BHM8Cvqzi0/fT3pR+/eRJIPCpOfNh5qunrR0QGwwBUS+QXqZGdXwwAHEZO5qPDJMDuwVxSDTqLS72Yuw7h4r8x60ovkHrswQKurUeW3TpERBaDAaiWSM8pAADYWMnhpOKVTTITNnbiZIi2rkCfuVLXpmpaDRdHqt27Kq7DVyLzJnBup3i/20tS1IyIDIgBqJZIyxYDUGWLjRKZXPvngLeulZqnymzZ2AOtnxHvxz7SGfr4N+KlsYBegE+wNHUjIoNhAKoltAGIl7+Iaq7DJPHf8z8C9zOAgpyHEx+aez8mIqoSXiupJdIeXAJzd2AAIqqx+h0Az5ZA6nng7BZxiYyCTMAtEGgaJnXtiMgA2AJUS6RnFwJgCxCRQchkD2erjlnDiQ+JaiF+kmuJtBxxyQsGICIDaTsWUNgAyWfFDtEqF6Dds1LXiogMhAGolmAfICIDs6+nuxxGpwhOfEhUizAA1RIPR4FxgVMigymZE0huBXSZJm1diMig2Am6lkjPYR8gIoNr3Bvo9wHg3ABw8pW6NkRkQAxAtYAgCI+0AKkkrg1RLSKTAT1ekboWRGQEvARWC+QWqnG/SA0AcHfkJTAiIqLKMADVAiWtP/Y2CtjZsFGPiIioMgxAtQBHgBEREemHAagWKFkIlQGIiIioahiAagG2ABEREemHAagWeHQleCIiIqocA1AtUBKAuBAqERFR1TAA1QLsA0RERKQfBqBaII0BiIiISC8MQLUAO0ETERHphwHIwgmCoL0Exj5AREREVcMAZOEy7xehSC0AAOpxJXgiIqIqYQCycCWXv1zsrKG0UkhcGyIiIsvAAGThOAcQERGR/hiALBxHgBEREemPAcjCcRJEIiIi/TEAWTi2ABEREemPAcjCcQ4gIiIi/TEAWTh2giYiItIfA5CF0/YBYgsQERFRlTEAWbj0nEIAbAEiIiLSh+QBaMmSJQgICIBKpUJISAiio6PLLVtUVIT3338fgYGBUKlUCA4Oxt69e2t0TEum1gi4m8s+QERERPqSNABt3rwZkZGRmD9/PmJiYhAcHIywsDCkpqaWWX7OnDn45ptv8OWXX+L8+fOYPn06RowYgdjY2Gof05LdyS2ARgDkMsDNnstgEBERVZVMEARBqicPCQlB586d8dVXXwEANBoN/Pz88PLLL+Ptt98uVd7X1xfvvvsuZs6cqd02cuRI2NraYv369dU6ZlmysrLg7OyMzMxMODk51fQ0jebc7UwM/uIwPByV+PvdUKmrQ0REJCl9vr8lawEqLCzEyZMnERr68ItbLpcjNDQUR48eLXOfgoICqFQqnW22trY4fPhwtY9ZctysrCydmyXgJIhERETVI1kASk9Ph1qthpeXl852Ly8vJCcnl7lPWFgYFi1ahEuXLkGj0WDfvn3Yvn07kpKSqn1MAFi4cCGcnZ21Nz8/vxqenWloO0Cz/w8REZFeJO8ErY/PP/8cTZs2RfPmzWFjY4NZs2YhIiICcnnNTmP27NnIzMzU3m7cuGGgGhsX5wAiIiKqHskCkLu7OxQKBVJSUnS2p6SkwNvbu8x9PDw8sHPnTuTm5uL69eu4ePEiHBwc0Lhx42ofEwCUSiWcnJx0bpaAs0ATERFVj2QByMbGBh07dkRUVJR2m0ajQVRUFLp161bhviqVCvXr10dxcTG2bduGYcOG1fiYlqhkHTB3B44AIyIi0oeVlE8eGRmJSZMmoVOnTujSpQsWL16M3NxcREREAADCw8NRv359LFy4EABw/Phx3Lp1C+3atcOtW7ewYMECaDQavPnmm1U+Zm2SzhYgIiKiapE0AI0dOxZpaWmYN28ekpOT0a5dO+zdu1fbiTkxMVGnf09+fj7mzJmDK1euwMHBAYMGDcK6devg4uJS5WPWJlwJnoiIqHoknQfIXFnKPEDB7/2GzPtF2B/5BJp4OkpdHSIiIklZxDxAVDMFxWpk3i8CAHg4qCopTURERI9iALJQJXMA2SjkcLKV9EomERGRxWEAslDp2Q9HgMlkMolrQ0REZFkYgCwU5wAiIiKqPgYgC8URYERERNXHAGShuBAqERFR9TEAWah0tgARERFVGwOQhWIfICIioupjALJQXAmeiIio+hiALJR2IVS2ABEREemNAchCsQWIiIio+hiALFBuQTHyCtUA2AeIiIioOhiALFDJCDA7GwXslVwGg4iISF96B6CAgAC8//77SExMNEZ9qAo4AoyIiKhm9A5Ar732GrZv347GjRujX79+2LRpEwoKCoxRNyoHJ0EkIiKqmWoFoFOnTiE6OhotWrTAyy+/DB8fH8yaNQsxMTHGqCM9RjsJIgMQERFRtVS7D1CHDh3wxRdf4Pbt25g/fz6+++47dO7cGe3atcPKlSshCIIh60mP4CUwIiKimql2D9qioiLs2LEDq1atwr59+9C1a1c8//zzuHnzJt555x3s378f33//vSHrSg9wIVQiIqKa0TsAxcTEYNWqVdi4cSPkcjnCw8Px2WefoXnz5toyI0aMQOfOnQ1aUXqIfYCIiIhqRu8A1LlzZ/Tr1w9Lly7F8OHDYW1tXapMo0aNMG7cOINUkErjJTAiIqKa0TsAXblyBf7+/hWWsbe3x6pVq6pdKapYek4hAAYgIiKi6tK7E3RqaiqOHz9eavvx48dx4sQJg1SKyicIAluAiIiIakjvADRz5kzcuHGj1PZbt25h5syZBqkUlS/rfjEK1RoAgLuDjcS1ISIiskx6B6Dz58+jQ4cOpba3b98e58+fN0ilqHxpOfkAACeVFZRWColrQ0REZJn0DkBKpRIpKSmlticlJcHKiutSGVtaNvv/EBER1ZTeAah///6YPXs2MjMztdsyMjLwzjvvoF+/fgatHJXGOYCIiIhqTu8mm08//RRPPPEE/P390b59ewDAqVOn4OXlhXXr1hm8gqTrYQdolcQ1ISIislx6B6D69evjzJkz2LBhA06fPg1bW1tERERg/PjxZc4JRIb1cBJEdoAmIiKqrmp12rG3t8e0adMMXReqAg6BJyIiqrlq91o+f/48EhMTUVhYqLN96NChNa4UlY8rwRMREdVctWaCHjFiBM6ePQuZTKZd9V0mkwEA1Gq1YWtIOtgCREREVHN6jwJ79dVX0ahRI6SmpsLOzg7nzp3DoUOH0KlTJxw8eNAIVaRHcRQYERFRzendAnT06FH8/vvvcHd3h1wuh1wuR8+ePbFw4UK88soriI2NNUY9CYBaI+AOL4ERERHVmN4tQGq1Go6OjgAAd3d33L59GwDg7++P+Ph4w9aOdNzLK4RGAGQywM2eo8CIiIiqS+8WoNatW+P06dNo1KgRQkJC8Mknn8DGxgbLly9H48aNjVFHeqCk/089extYKfTOrkRERPSA3gFozpw5yM3NBQC8//77ePrpp9GrVy/Uq1cPmzdvNngF6aGHcwDx8hcREVFN6B2AwsLCtPebNGmCixcv4u7du3B1ddWOBCPj4AgwIiIiw9DrOkpRURGsrKwQFxens93NzY3hxwTS2AGaiIjIIPQKQNbW1mjYsCHn+pFIOluAiIiIDELvnrTvvvsu3nnnHdy9e9cY9aEKcA4gIiIiw9C7D9BXX32FhIQE+Pr6wt/fH/b29jqPx8TEGKxypIt9gIiIiAxD7wA0fPhwI1SDqoKjwIiIiAxD7wA0f/58Y9SDqiCdl8CIiIgMgrPpWYjCYg3u5RUB4CgwIiKimtK7BUgul1c45J0jxIzjTq7Y+mOtkMHZ1lri2hAREVk2vQPQjh07dH4uKipCbGws1qxZg/fee89gFSNdD5fBUEIu55xLRERENaF3ABo2bFipbaNGjUKrVq2wefNmPP/88wapGOniCDAiIiLDMVgfoK5duyIqKspQh6PHsAM0ERGR4RgkAN2/fx9ffPEF6tevr/e+S5YsQUBAAFQqFUJCQhAdHV1h+cWLFyMoKAi2trbw8/PD66+/jvz8fO3jCxYsgEwm07k1b95c73qZG20LEDtAExER1Zjel8AeX/RUEARkZ2fDzs4O69ev1+tYmzdvRmRkJJYtW4aQkBAsXrwYYWFhiI+Ph6enZ6ny33//Pd5++22sXLkS3bt3xz///IPJkydDJpNh0aJF2nKtWrXC/v37H56kld6naXa0cwA52khcEyIiIsundzL47LPPdAKQXC6Hh4cHQkJC4OrqqtexFi1ahKlTpyIiIgIAsGzZMuzevRsrV67E22+/Xar8X3/9hR49euDZZ58FAAQEBGD8+PE4fvy47klZWcHb21vfUzNrXAiViIjIcPQOQJMnTzbIExcWFuLkyZOYPXu2dptcLkdoaCiOHj1a5j7du3fH+vXrER0djS5duuDKlSv45ZdfMHHiRJ1yly5dgq+vL1QqFbp164aFCxeiYcOGBqm3VNKzCwEAHo4qiWtCRERk+fQOQKtWrYKDgwNGjx6ts33Lli3Iy8vDpEmTqnSc9PR0qNVqeHl56Wz38vLCxYsXy9zn2WefRXp6Onr27AlBEFBcXIzp06fjnXfe0ZYJCQnB6tWrERQUhKSkJLz33nvo1asX4uLi4OjoWOZxCwoKUFBQoP05KyurSudgSlwIlYiIyHD07gS9cOFCuLu7l9ru6emJjz76yCCVKs/Bgwfx0Ucf4euvv0ZMTAy2b9+O3bt344MPPtCWGThwIEaPHo22bdsiLCwMv/zyCzIyMvDDDz+Ue9yFCxfC2dlZe/Pz8zPqeVQHh8ETEREZjt4tQImJiWjUqFGp7f7+/khMTKzycdzd3aFQKJCSkqKzPSUlpdz+O3PnzsXEiRPxwgsvAADatGmD3NxcTJs2De+++y7k8tJ5zsXFBc2aNUNCQkK5dZk9ezYiIyO1P2dlZZlVCMorLEZOQTEAwN2BnaCJiIhqSu8WIE9PT5w5c6bU9tOnT6NevXpVPo6NjQ06duyoM3eQRqNBVFQUunXrVuY+eXl5pUKOQqEAII5GK0tOTg4uX74MHx+fcuuiVCrh5OSkczMnJf1/VNZyOCgtf0QbERGR1PT+Nh0/fjxeeeUVODo64oknngAA/PHHH3j11Vcxbtw4vY4VGRmJSZMmoVOnTujSpQsWL16M3Nxc7aiw8PBw1K9fHwsXLgQADBkyBIsWLUL79u0REhKChIQEzJ07F0OGDNEGoTfeeANDhgyBv78/bt++jfnz50OhUGD8+PH6nqrZeLT/T0XrsBEREVHV6B2APvjgA1y7dg19+/bVzq+j0WgQHh6udx+gsWPHIi0tDfPmzUNycjLatWuHvXv3ajtGJyYm6rT4zJkzBzKZDHPmzMGtW7fg4eGBIUOG4MMPP9SWuXnzJsaPH487d+7Aw8MDPXv2xLFjx+Dh4aHvqZoNToJIRERkWDKhvGtHlbh06RJOnToFW1tbtGnTBv7+/oaum2SysrLg7OyMzMxMs7gctu7YdczdGYf+Lb2wPLyT1NUhIiIyS/p8f1e7Q0nTpk3RtGnT6u5OeuAIMCIiIsPSuxP0yJEj8fHHH5fa/sknn5SaG4gMgwuhEhERGZbeAejQoUMYNGhQqe0DBw7EoUOHDFIp0sUWICIiIsPSOwDl5OTAxqb0XDTW1tZmOYNybcBO0ERERIaldwBq06YNNm/eXGr7pk2b0LJlS4NUinQ9XAmeAYiIiMgQ9O4EPXfuXDzzzDO4fPky+vTpAwCIiorC999/j61btxq8gnWdIAhcCZ6IiMjA9A5AQ4YMwc6dO/HRRx9h69atsLW1RXBwMH7//Xe4ubkZo451WnZBMQqLNQDYB4iIiMhQqjUMfvDgwRg8eDAAccz9xo0b8cYbb+DkyZNQq9UGrWBdV3L5y1FlBZW1QuLaEBER1Q569wEqcejQIUyaNAm+vr743//+hz59+uDYsWOGrBuBHaCJiIiMQa8WoOTkZKxevRorVqxAVlYWxowZg4KCAuzcuZMdoI2EHaCJiIgMr8otQEOGDEFQUBDOnDmDxYsX4/bt2/jyyy+NWTcCJ0EkIiIyhiq3AO3ZswevvPIKZsyYwSUwTIiXwIiIiAyvyi1Ahw8fRnZ2Njp27IiQkBB89dVXSE9PN2bdCJwFmoiIyBiqHIC6du2Kb7/9FklJSXjxxRexadMm+Pr6QqPRYN++fcjOzjZmPesszgFERERkeHqPArO3t8eUKVNw+PBhnD17Fv/617/wn//8B56enhg6dKgx6linsQWIiIjI8Ko9DB4AgoKC8Mknn+DmzZvYuHGjoepEj2AnaCIiIsOrUQAqoVAoMHz4cOzatcsQh6MHNBoB6TmFABiAiIiIDMkgAYiM415eIdQaAQDgZm8jcW2IiIhqDwYgM1bSAdrN3gbWCr5VREREhsJvVTOWnv3g8hdHgBERERkUA5AZS8vJB8D+P0RERIbGAGTGtOuAObD/DxERkSExAJkxzgFERERkHAxAZowBiIiIyDgYgMwY5wAiIiIyDgYgM/ZwJXiVxDUhIiKqXRiAzFjJPEDujuwETUREZEgMQGaqSK3B3VzOA0RERGQMDEBmqiT8KOQyuNqxBYiIiMiQGIDM1KNzAMnlMolrQ0REVLswAJmphwGIl7+IiIgMjQHITHEOICIiIuNhADJTJSPA2AGaiIjI8BiAzBRbgIiIiIyHAchMaVuAGICIiIgMjgHITLETNBERkfEwAJmpdF4CIyIiMhoGIDPFS2BERETGwwBkhvKL1MjOLwbAAERERGQMDEBmqKT/j42VHI5KK4lrQ0REVPswAJmhR+cAksm4DAYREZGhMQCZIc4BREREZFwMQGYonR2giYiIjIoByAyxBYiIiMi4GIDMECdBJCIiMi4GIDPEFiAiIiLjYgAyQ+lcCZ6IiMioGIDMEGeBJiIiMi4GIDMjCMLDS2BsASIiIjIKyQPQkiVLEBAQAJVKhZCQEERHR1dYfvHixQgKCoKtrS38/Pzw+uuvIz8/v0bHNCc5BcXIL9IAANwdbSSuDRERUe0kaQDavHkzIiMjMX/+fMTExCA4OBhhYWFITU0ts/z333+Pt99+G/Pnz8eFCxewYsUKbN68Ge+88061j2lu0nMKAQAOSivY2XAZDCIiImOQNAAtWrQIU6dORUREBFq2bIlly5bBzs4OK1euLLP8X3/9hR49euDZZ59FQEAA+vfvj/Hjx+u08Oh7THPDEWBERETGJ1kAKiwsxMmTJxEaGvqwMnI5QkNDcfTo0TL36d69O06ePKkNPFeuXMEvv/yCQYMGVfuYAFBQUICsrCydm1TY/4eIiMj4JLvGkp6eDrVaDS8vL53tXl5euHjxYpn7PPvss0hPT0fPnj0hCAKKi4sxffp07SWw6hwTABYuXIj33nuvhmdkGGnZYn8m9v8hIiIyHsk7Qevj4MGD+Oijj/D1118jJiYG27dvx+7du/HBBx/U6LizZ89GZmam9nbjxg0D1Vh/aZwDiIiIyOgkawFyd3eHQqFASkqKzvaUlBR4e3uXuc/cuXMxceJEvPDCCwCANm3aIDc3F9OmTcO7775brWMCgFKphFJpHoEjPVvsBM0+QERERMYjWQuQjY0NOnbsiKioKO02jUaDqKgodOvWrcx98vLyIJfrVlmhUAAQ58+pzjHNDSdBJCIiMj5Jx1lHRkZi0qRJ6NSpE7p06YLFixcjNzcXERERAIDw8HDUr18fCxcuBAAMGTIEixYtQvv27RESEoKEhATMnTsXQ4YM0Qahyo5p7rgQKhERkfFJGoDGjh2LtLQ0zJs3D8nJyWjXrh327t2r7cScmJio0+IzZ84cyGQyzJkzB7du3YKHhweGDBmCDz/8sMrHNHccBk9ERGR8MkEQBKkrYW6ysrLg7OyMzMxMODk5mex5NRoBQXP3oEgt4OjsPvBxtjXZcxMREVk6fb6/LWoUWG2Xeb8IRWoxj9azZwsQERGRsTAAmZGSDtAudtawseJbQ0REZCz8ljUjnAWaiIjINBiAzAg7QBMREZkGA5AZSeccQERERCbBAGRGeAmMiIjINBiAzIh2EkS2ABERERkVA5AZ4UKoREREpsEAZEbYCZqIiMg0GIDMCDtBExERmQYDkJkoVmtwJ7cQABdCJSIiMjYGIDNxN7cQggDIZYCbvY3U1SEiIqrVGIDMROqD/j/1HJRQyGUS14aIiKh2YwAyE+kcAUZERGQyDEBmgiPAiIiITIcByEyUzAHEDtBERETGxwBkJtgCREREZDoMQGYiPUccAs8AREREZHwMQGYiLTsfAAMQERGRKTAAmQntQqgOnAOIiIjI2BiAzERJAPJkCxAREZHRMQCZgfwiNbLyiwEAHg4qiWtDRERU+zEAmYGSNcBsFHI42VpJXBsiIqLajwHIDDw6BF4m4zIYRERExsYAZAbYAZqIiMi0GIDMACdBJCIiMi0GIDOgXQiVAYiIiMgkGIDMgLYFiOuAERERmQQDkBnQ9gFiCxAREZFJMACZgZKV4NkCREREZBoMQGaAnaCJiIhMiwHIDLATNBERkWkxAEkst6AYeYVqAIA7L4ERERGZBAOQxEouf9nZKGCv5DIYREREpsAAJLE0Xv4iIiIyOQYgiaVzDiAiIiKTYwCSGFuAiIiITI8BSGIPF0JlACIiIjIVBiCJcQ4gIiIi02MAkhgDEBERkekxAEksnctgEBERmRwDkMS4ECoREZHpMQBJSBAEjgIjIiKSAAOQhDLvF6FILQAA3B1sJK4NERFR3cEAJKGS/j/OttZQWikkrg0REVHdwQAkoVSOACMiIpIEA5CEHk6CyMtfREREpsQAJKGHcwCpJK4JERFR3cIAJKE0zgFEREQkCbMIQEuWLEFAQABUKhVCQkIQHR1dbtmnnnoKMpms1G3w4MHaMpMnTy71+IABA0xxKnpJzy4EwD5AREREpmYldQU2b96MyMhILFu2DCEhIVi8eDHCwsIQHx8PT0/PUuW3b9+OwsJC7c937txBcHAwRo8erVNuwIABWLVqlfZnpdL8QkZJCxD7ABEREZmW5C1AixYtwtSpUxEREYGWLVti2bJlsLOzw8qVK8ss7+bmBm9vb+1t3759sLOzKxWAlEqlTjlXV1dTnI5euA4YERGRNCQNQIWFhTh58iRCQ0O12+RyOUJDQ3H06NEqHWPFihUYN24c7O3tdbYfPHgQnp6eCAoKwowZM3Dnzp1yj1FQUICsrCydmykwABEREUlD0gCUnp4OtVoNLy8vne1eXl5ITk6udP/o6GjExcXhhRde0Nk+YMAArF27FlFRUfj444/xxx9/YODAgVCr1WUeZ+HChXB2dtbe/Pz8qn9SVaTWCLibywBEREQkBcn7ANXEihUr0KZNG3Tp0kVn+7hx47T327Rpg7Zt2yIwMBAHDx5E3759Sx1n9uzZiIyM1P6clZVl9BB0N7cQGgGQy4B69gxAREREpiRpC5C7uzsUCgVSUlJ0tqekpMDb27vCfXNzc7Fp0yY8//zzlT5P48aN4e7ujoSEhDIfVyqVcHJy0rkZW8nlLzd7GyjkMqM/HxERET0kaQCysbFBx44dERUVpd2m0WgQFRWFbt26Vbjvli1bUFBQgOeee67S57l58ybu3LkDHx+fGtfZUB6OAGPrDxERkalJPgosMjIS3377LdasWYMLFy5gxowZyM3NRUREBAAgPDwcs2fPLrXfihUrMHz4cNSrV09ne05ODv7973/j2LFjuHbtGqKiojBs2DA0adIEYWFhJjmnqmAHaCIiIulI3gdo7NixSEtLw7x585CcnIx27dph79692o7RiYmJkMt1c1p8fDwOHz6M3377rdTxFAoFzpw5gzVr1iAjIwO+vr7o378/PvjgA7OaC6hkJXgGICIiItOTCYIgSF0Jc5OVlQVnZ2dkZmYarT/QBz+fx4rDV/HiE40xe1ALozwHERFRXaLP97fkl8DqKl4CIyIikg4DkEQYgIiIiKTDACSRdK4ET0REJBkGIImksRM0ERGRZBiAJFBQrEZGXhEAzgNEREQkBQYgCdzJKQQAWCtkcLa1lrg2REREdQ8DkARKOkC7Oygh5zIYREREJscAJAFOgkhERCQtBiAJPNoCRERERKbHACQB7RxADEBERESSYACSAIfAExERSYsBSALsA0RERCQtBiAJsA8QERGRtBiAJMB1wIiIiKTFACQBBiAiIiJpMQCZWF5hMXIL1QAYgIiIiKTCAGRi6dniMhi21grY2ygkrg0REVHdxABkYmk5+QAAd0cbyGRcBoOIiEgKDEAmxkkQiYiIpMcAZGLsAE1ERCQ9BiATS8sR+wAxABEREUmHAcjEOAkiERGR9BiATIyXwIiIiKTHAGRi2oVQ2QJEREQkGQYgE0tnCxAREZHkGIBMSBCEhy1ADEBERESSYQAyoaz8YhQWawCwEzQREZGUGIBMqKQDtKPKCiprLoNBREQkFQYgE+IIMCIiIvPAAGRC6RwBRkREZBYYgExIOwkiW4CIiIgkxQBkQgXFGqis5WwBIiIikphMEARB6kqYm6ysLDg7OyMzMxNOTk4GPbYgCFBrBFgpmD2JiIgMSZ/vbysT1YkekMlksFLIpK4GERFRncZmCCIiIqpzGICIiIiozmEAIiIiojqHAYiIiIjqHAYgIiIiqnMYgIiIiKjOYQAiIiKiOocBiIiIiOocBiAiIiKqcxiAiIiIqM5hACIiIqI6hwGIiIiI6hwGICIiIqpzuBp8GQRBAABkZWVJXBMiIiKqqpLv7ZLv8YowAJUhOzsbAODn5ydxTYiIiEhf2dnZcHZ2rrCMTKhKTKpjNBoNbt++DUdHR8hkMoMeOysrC35+frhx4wacnJwMemxzw3OtverS+fJca6+6dL515VwFQUB2djZ8fX0hl1fcy4ctQGWQy+Vo0KCBUZ/DycmpVv8nfBTPtfaqS+fLc6296tL51oVzrazlpwQ7QRMREVGdwwBEREREdQ4DkIkplUrMnz8fSqVS6qoYHc+19qpL58tzrb3q0vnWpXOtKnaCJiIiojqHLUBERERU5zAAERERUZ3DAERERER1DgMQERER1TkMQEawZMkSBAQEQKVSISQkBNHR0RWW37JlC5o3bw6VSoU2bdrgl19+MVFNq2/hwoXo3LkzHB0d4enpieHDhyM+Pr7CfVavXg2ZTKZzU6lUJqpx9S1YsKBUvZs3b17hPpb4npYICAgodb4ymQwzZ84ss7wlva+HDh3CkCFD4OvrC5lMhp07d+o8LggC5s2bBx8fH9ja2iI0NBSXLl2q9Lj6fuZNoaJzLSoqwltvvYU2bdrA3t4evr6+CA8Px+3btys8ZnU+C6ZS2Xs7efLkUnUfMGBApce1tPcWQJmfX5lMhv/+97/lHtOc31tjYQAysM2bNyMyMhLz589HTEwMgoODERYWhtTU1DLL//XXXxg/fjyef/55xMbGYvjw4Rg+fDji4uJMXHP9/PHHH5g5cyaOHTuGffv2oaioCP3790dubm6F+zk5OSEpKUl7u379uolqXDOtWrXSqffhw4fLLWup72mJv//+W+dc9+3bBwAYPXp0uftYyvuam5uL4OBgLFmypMzHP/nkE3zxxRdYtmwZjh8/Dnt7e4SFhSE/P7/cY+r7mTeVis41Ly8PMTExmDt3LmJiYrB9+3bEx8dj6NChlR5Xn8+CKVX23gLAgAEDdOq+cePGCo9pie8tAJ1zTEpKwsqVKyGTyTBy5MgKj2uu763RCGRQXbp0EWbOnKn9Wa1WC76+vsLChQvLLD9mzBhh8ODBOttCQkKEF1980aj1NLTU1FQBgPDHH3+UW2bVqlWCs7Oz6SplIPPnzxeCg4OrXL62vKclXn31VSEwMFDQaDRlPm6p7ysAYceOHdqfNRqN4O3tLfz3v//VbsvIyBCUSqWwcePGco+j72deCo+fa1mio6MFAML169fLLaPvZ0EqZZ3vpEmThGHDhul1nNry3g4bNkzo06dPhWUs5b01JLYAGVBhYSFOnjyJ0NBQ7Ta5XI7Q0FAcPXq0zH2OHj2qUx4AwsLCyi1vrjIzMwEAbm5uFZbLycmBv78//Pz8MGzYMJw7d84U1auxS5cuwdfXF40bN8aECROQmJhYbtna8p4C4v/p9evXY8qUKRUuDGyp7+ujrl69iuTkZJ33ztnZGSEhIeW+d9X5zJurzMxMyGQyuLi4VFhOn8+CuTl48CA8PT0RFBSEGTNm4M6dO+WWrS3vbUpKCnbv3o3nn3++0rKW/N5WBwOQAaWnp0OtVsPLy0tnu5eXF5KTk8vcJzk5Wa/y5kij0eC1115Djx490Lp163LLBQUFYeXKlfjxxx+xfv16aDQadO/eHTdv3jRhbfUXEhKC1atXY+/evVi6dCmuXr2KXr16ITs7u8zyteE9LbFz505kZGRg8uTJ5Zax1Pf1cSXvjz7vXXU+8+YoPz8fb731FsaPH1/hQpn6fhbMyYABA7B27VpERUXh448/xh9//IGBAwdCrVaXWb62vLdr1qyBo6MjnnnmmQrLWfJ7W11cDZ5qbObMmYiLi6v0enG3bt3QrVs37c/du3dHixYt8M033+CDDz4wdjWrbeDAgdr7bdu2RUhICPz9/fHDDz9U6a8qS7ZixQoMHDgQvr6+5Zax1PeVREVFRRgzZgwEQcDSpUsrLGvJn4Vx48Zp77dp0wZt27ZFYGAgDh48iL59+0pYM+NauXIlJkyYUOnABEt+b6uLLUAG5O7uDoVCgZSUFJ3tKSkp8Pb2LnMfb29vvcqbm1mzZuHnn3/GgQMH0KBBA732tba2Rvv27ZGQkGCk2hmHi4sLmjVrVm69Lf09LXH9+nXs378fL7zwgl77Wer7WvL+6PPeVeczb05Kws/169exb9++Clt/ylLZZ8GcNW7cGO7u7uXW3dLfWwD4888/ER8fr/dnGLDs97aqGIAMyMbGBh07dkRUVJR2m0ajQVRUlM5fyI/q1q2bTnkA2LdvX7nlzYUgCJg1axZ27NiB33//HY0aNdL7GGq1GmfPnoWPj48Ramg8OTk5uHz5crn1ttT39HGrVq2Cp6cnBg8erNd+lvq+NmrUCN7e3jrvXVZWFo4fP17ue1edz7y5KAk/ly5dwv79+1GvXj29j1HZZ8Gc3bx5E3fu3Cm37pb83pZYsWIFOnbsiODgYL33teT3tsqk7oVd22zatElQKpXC6tWrhfPnzwvTpk0TXFxchOTkZEEQBGHixInC22+/rS1/5MgRwcrKSvj000+FCxcuCPPnzxesra2Fs2fPSnUKVTJjxgzB2dlZOHjwoJCUlKS95eXlacs8fq7vvfee8OuvvwqXL18WTp48KYwbN05QqVTCuXPnpDiFKvvXv/4lHDx4ULh69apw5MgRITQ0VHB3dxdSU1MFQag97+mj1Gq10LBhQ+Gtt94q9Zglv6/Z2dlCbGysEBsbKwAQFi1aJMTGxmpHPv3nP/8RXFxchB9//FE4c+aMMGzYMKFRo0bC/fv3tcfo06eP8OWXX2p/ruwzL5WKzrWwsFAYOnSo0KBBA+HUqVM6n+GCggLtMR4/18o+C1Kq6Hyzs7OFN954Qzh69Khw9epVYf/+/UKHDh2Epk2bCvn5+dpj1Ib3tkRmZqZgZ2cnLF26tMxjWNJ7aywMQEbw5ZdfCg0bNhRsbGyELl26CMeOHdM+9uSTTwqTJk3SKf/DDz8IzZo1E2xsbIRWrVoJu3fvNnGN9QegzNuqVau0ZR4/19dee037unh5eQmDBg0SYmJiTF95PY0dO1bw8fERbGxshPr16wtjx44VEhIStI/Xlvf0Ub/++qsAQIiPjy/1mCW/rwcOHCjz/23J+Wg0GmHu3LmCl5eXoFQqhb59+5Z6Dfz9/YX58+frbKvoMy+Vis716tWr5X6GDxw4oD3G4+da2WdBShWdb15entC/f3/Bw8NDsLa2Fvz9/YWpU6eWCjK14b0t8c033wi2trZCRkZGmcewpPfWWGSCIAhGbWIiIiIiMjPsA0RERER1DgMQERER1TkMQERERFTnMAARERFRncMARERERHUOAxARERHVOQxAREREVOcwABERVYFMJsPOnTulrgYRGQgDEBGZvcmTJ0Mmk5W6DRgwQOqqEZGFspK6AkREVTFgwACsWrVKZ5tSqZSoNkRk6dgCREQWQalUwtvbW+fm6uoKQLw8tXTpUgwcOBC2trZo3Lgxtm7dqrP/2bNn0adPH9ja2qJevXqYNm0acnJydMqsXLkSrVq1glKphI+PD2bNmqXzeHp6OkaMGAE7Ozs0bdoUu3btMu5JE5HRMAARUa0wd+5cjBw5EqdPn8aECRMwbtw4XLhwAQCQm5uLsLAwuLq64u+//8aWLVuwf/9+nYCzdOlSzJw5E9OmTcPZs2exa9cuNGnSROc53nvvPYwZMwZnzpzBoEGDMGHCBNy9e9ek50lEBiL1aqxERJWZNGmSoFAoBHt7e53bhx9+KAiCIAAQpk+frrNPSEiIMGPGDEEQBGH58uWCq6urkJOTo3189+7dglwu164I7uvrK7z77rvl1gGAMGfOHO3POTk5AgBhz549BjtPIjId9gEiIovQu3dvLF26VGebm5ub9n63bt10HuvWrRtOnToFALhw4QKCg4Nhb2+vfbxHjx7QaDSIj4+HTCbD7du30bdv3wrr0LZtW+19e3t7ODk5ITU1tbqnREQSYgAiIotgb29f6pKUodja2lapnLW1tc7PMpkMGo3GGFUiIiNjHyAiqhWOHTtW6ucWLVoAAFq0aIHTp08jNzdX+/iRI0cgl8sRFBQER0dHBAQEICoqyqR1JiLpsAWIiCxCQUEBkpOTdbZZWVnB3d0dALBlyxZ06tQJPXv2xIYNGxAdHY0VK1YAACZMmID58+dj0qRJWLBgAdLS0vDyyy9j4sSJ8PLyAgAsWLAA06dPh6enJwYOHIjs7GwcOXIEL7/8smlPlIhMggGIiCzC3r174ePjo7MtKCgIFy9eBCCO0Nq0aRNeeukl+Pj4YOPGjWjZsiUAwM7ODr/++iteffVVdO7cGXZ2dhg5ciQWLVqkPdakSZOQn5+Pzz77DG+88Qbc3d0xatQo050gEZmUTBAEQepKEBHVhEwmw44dOzB8+HCpq0JEFoJ9gIiIiKjOYQAiIiKiOod9gIjI4vFKPhHpiy1AREREVOcwABEREVGdwwBEREREdQ4DEBEREdU5DEBERERU5zAAERERUZ3DAERERER1DgMQERER1TkMQERERFTn/D9pKwDh1lh0ugAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### ResNet50"]},{"cell_type":"code","execution_count":22,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:42.896257Z","iopub.status.busy":"2024-06-02T19:25:42.895948Z","iopub.status.idle":"2024-06-02T19:25:45.187109Z","shell.execute_reply":"2024-06-02T19:25:45.186081Z","shell.execute_reply.started":"2024-06-02T19:25:42.896230Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m94765736/94765736\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_7\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_7\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_1       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_pad           โ”‚ (None, 230, 230,  โ”‚          0 โ”‚ input_layer_1[0]โ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (Conv2D) โ”‚ (None, 112, 112,  โ”‚      9,472 โ”‚ conv1_pad[0][0]   โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn            โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ conv1_conv[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu          โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ conv1_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pad           โ”‚ (None, 114, 114,  โ”‚          0 โ”‚ conv1_relu[0][0]  โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pool          โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ pool1_pad[0][0]   โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (None, 56, 56,    โ”‚      4,160 โ”‚ pool1_pool[0][0]  โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (None, 56, 56,    โ”‚     36,928 โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ pool1_pool[0][0]  โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ conv2_block1_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block1_0_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block1_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_add    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 256)              โ”‚            โ”‚ conv2_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_out    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (None, 56, 56,    โ”‚     16,448 โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (None, 56, 56,    โ”‚     36,928 โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ conv2_block2_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block2_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_add    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 256)              โ”‚            โ”‚ conv2_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_out    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (None, 56, 56,    โ”‚     16,448 โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (None, 56, 56,    โ”‚     36,928 โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_conv โ”‚ (None, 56, 56,    โ”‚     16,640 โ”‚ conv2_block3_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_bn   โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block3_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_add    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 256)              โ”‚            โ”‚ conv2_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_out    โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (None, 28, 28,    โ”‚     32,896 โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_conv โ”‚ (None, 28, 28,    โ”‚    131,584 โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block1_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block1_0_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block1_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (None, 28, 28,    โ”‚     65,664 โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block2_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block2_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (None, 28, 28,    โ”‚     65,664 โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block3_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block3_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (None, 28, 28,    โ”‚     65,664 โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (None, 28, 28,    โ”‚    147,584 โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_conv โ”‚ (None, 28, 28,    โ”‚     66,048 โ”‚ conv3_block4_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_bn   โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block4_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_add    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 512)              โ”‚            โ”‚ conv3_block4_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_out    โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (None, 14, 14,    โ”‚    131,328 โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (None, 14, 14,    โ”‚    590,080 โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_conv โ”‚ (None, 14, 14,    โ”‚    525,312 โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_conv โ”‚ (None, 14, 14,    โ”‚    263,168 โ”‚ conv4_block1_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block1_0_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block1_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_add    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 1024)             โ”‚            โ”‚ conv4_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_out    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (None, 14, 14,    โ”‚    262,400 โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (None, 14, 14,    โ”‚    590,080 โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_conv โ”‚ (None, 14, 14,    โ”‚    263,168 โ”‚ conv4_block2_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block2_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_add    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 1024)             โ”‚            โ”‚ conv4_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_out    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (None, 14, 14,    โ”‚    262,400 โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (None, 14, 14,    โ”‚    590,080 โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_2_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_conv โ”‚ (None, 14, 14,    โ”‚    263,168 โ”‚ conv4_block3_2_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_bn   โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block3_3_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_add    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (Add)               โ”‚ 1024)             โ”‚            โ”‚ conv4_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_out    โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_addโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ flatten (Flatten)   โ”‚ (None, 200704)    โ”‚          0 โ”‚ conv4_block3_outโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_2 (Dense)     โ”‚ (None, 1024)      โ”‚ 205,521,9โ€ฆ โ”‚ flatten[0][0]     โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_3 (Dense)     โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_2[0][0]     โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ input_layer_1[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m9,472\u001b[0m โ”‚ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m4,160\u001b[0m โ”‚ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ conv2_block1_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block1_0_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block1_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,448\u001b[0m โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ conv2_block2_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block2_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,448\u001b[0m โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,640\u001b[0m โ”‚ conv2_block3_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block3_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m32,896\u001b[0m โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m131,584\u001b[0m โ”‚ conv2_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block1_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block1_0_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block1_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m65,664\u001b[0m โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block2_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block2_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m65,664\u001b[0m โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block3_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block3_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m65,664\u001b[0m โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m147,584\u001b[0m โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m66,048\u001b[0m โ”‚ conv3_block4_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block4_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block4_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m131,328\u001b[0m โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m525,312\u001b[0m โ”‚ conv3_block4_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m263,168\u001b[0m โ”‚ conv4_block1_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block1_0_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block1_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block1_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m262,400\u001b[0m โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m263,168\u001b[0m โ”‚ conv4_block2_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block2_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block2_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m262,400\u001b[0m โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m590,080\u001b[0m โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_2_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m263,168\u001b[0m โ”‚ conv4_block3_2_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block3_3_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_add โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_outโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mAdd\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block3_3_bโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_out โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_addโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ flatten (\u001b[38;5;33mFlatten\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m200704\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_outโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_2 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m205,521,9โ€ฆ\u001b[0m โ”‚ flatten[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_3 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 210,749,828 (803.95 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m210,749,828\u001b[0m (803.95 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 205,526,020 (784.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m205,526,020\u001b[0m (784.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 5,223,808 (19.93 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m5,223,808\u001b[0m (19.93 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import ResNet50\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","resnet50_model = ResNet50(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=resnet50_model.input, outputs=resnet50_model.get_layer('conv4_block3_out').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = Flatten()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","# Setting callbacks\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":23,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:25:45.188738Z","iopub.status.busy":"2024-06-02T19:25:45.188383Z","iopub.status.idle":"2024-06-02T19:28:43.270722Z","shell.execute_reply":"2024-06-02T19:28:43.269612Z","shell.execute_reply.started":"2024-06-02T19:25:45.188704Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m 2/94\u001b[0m \u001b[37mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m \u001b[1m6s\u001b[0m 72ms/step - accuracy: 0.1500 - loss: 2.6416 "]},{"name":"stderr","output_type":"stream","text":["W0000 00:00:1717356360.106971 117 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n"]},{"name":"stdout","output_type":"stream","text":["\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 133ms/step - accuracy: 0.2480 - loss: 10.6791"]},{"name":"stderr","output_type":"stream","text":["W0000 00:00:1717356372.483253 115 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n","W0000 00:00:1717356376.220617 117 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n"]},{"name":"stdout","output_type":"stream","text":["\n","Epoch 1: val_accuracy improved from -inf to 0.29808, saving model to model.keras\n"]},{"name":"stderr","output_type":"stream","text":["W0000 00:00:1717356381.349246 116 graph_launch.cc:671] Fallback to op-by-op mode because memset node breaks graph update\n"]},{"name":"stdout","output_type":"stream","text":["\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m51s\u001b[0m 401ms/step - accuracy: 0.2484 - loss: 10.6833 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3002 - loss: 11.2800\n","Epoch 2: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 71ms/step - accuracy: 0.3001 - loss: 11.2804 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3170 - loss: 11.0086\n","Epoch 3: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3168 - loss: 11.0119 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2860 - loss: 11.5084\n","Epoch 4: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 71ms/step - accuracy: 0.2861 - loss: 11.5064 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2932 - loss: 11.3926\n","Epoch 5: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2932 - loss: 11.3918 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2957 - loss: 11.3515\n","Epoch 6: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 6: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2958 - loss: 11.3511 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2897 - loss: 11.4492\n","Epoch 7: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2898 - loss: 11.4478 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 8/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2923 - loss: 11.4066\n","Epoch 8: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2924 - loss: 11.4056 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 9/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2881 - loss: 11.4739\n","Epoch 9: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2882 - loss: 11.4723 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 10/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2979 - loss: 11.3171\n","Epoch 10: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2979 - loss: 11.3171 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 11/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3172 - loss: 11.0059\n","Epoch 11: ReduceLROnPlateau reducing learning rate to 1.0000000474974514e-05.\n","\n","Epoch 11: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3170 - loss: 11.0092 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-04\n","Epoch 12/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2861 - loss: 11.5059\n","Epoch 12: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2863 - loss: 11.5039 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 13/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2851 - loss: 11.5234\n","Epoch 13: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2852 - loss: 11.5212 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 14/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2880 - loss: 11.4759\n","Epoch 14: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2881 - loss: 11.4742 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 15/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3000 - loss: 11.2829\n","Epoch 15: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3000 - loss: 11.2832 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 16/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3092 - loss: 11.1339\n","Epoch 16: ReduceLROnPlateau reducing learning rate to 1.0000000656873453e-06.\n","\n","Epoch 16: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3091 - loss: 11.1358 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-05\n","Epoch 17/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.2951 - loss: 11.3610\n","Epoch 17: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.2952 - loss: 11.3605 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n","Epoch 18/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3067 - loss: 11.1745\n","Epoch 18: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3066 - loss: 11.1759 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n","Epoch 19/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3256 - loss: 10.8696\n","Epoch 19: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3253 - loss: 10.8743 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n","Epoch 20/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 64ms/step - accuracy: 0.3138 - loss: 11.0608\n","Epoch 20: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 70ms/step - accuracy: 0.3136 - loss: 11.0635 - val_accuracy: 0.2981 - val_loss: 11.3137 - learning_rate: 1.0000e-06\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":24,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:28:43.273210Z","iopub.status.busy":"2024-06-02T19:28:43.272782Z","iopub.status.idle":"2024-06-02T19:28:43.546384Z","shell.execute_reply":"2024-06-02T19:28:43.545359Z","shell.execute_reply.started":"2024-06-02T19:28:43.273170Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":25,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:28:43.548036Z","iopub.status.busy":"2024-06-02T19:28:43.547694Z","iopub.status.idle":"2024-06-02T19:28:43.772333Z","shell.execute_reply":"2024-06-02T19:28:43.771433Z","shell.execute_reply.started":"2024-06-02T19:28:43.548008Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### DenseNet121"]},{"cell_type":"code","execution_count":29,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:30:08.581632Z","iopub.status.busy":"2024-06-02T19:30:08.581246Z","iopub.status.idle":"2024-06-02T19:30:11.113853Z","shell.execute_reply":"2024-06-02T19:30:11.112939Z","shell.execute_reply.started":"2024-06-02T19:30:08.581588Z"},"trusted":true},"outputs":[{"data":{"text/html":["
Model: \"functional_15\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_15\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_3       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_2    โ”‚ (None, 230, 230,  โ”‚          0 โ”‚ input_layer_3[0]โ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (Conv2D) โ”‚ (None, 112, 112,  โ”‚      9,408 โ”‚ zero_padding2d_2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn            โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ conv1_conv[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu          โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ conv1_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_3    โ”‚ (None, 114, 114,  โ”‚          0 โ”‚ conv1_relu[0][0]  โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1               โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ zero_padding2d_3โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn   โ”‚ (None, 56, 56,    โ”‚        256 โ”‚ pool1[0][0]       โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (None, 56, 56,    โ”‚      8,192 โ”‚ conv2_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ pool1[0][0],      โ”‚\n","โ”‚ (Concatenate)       โ”‚ 96)               โ”‚            โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_bn   โ”‚ (None, 56, 56,    โ”‚        384 โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (None, 56, 56,    โ”‚     12,288 โ”‚ conv2_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 128)              โ”‚            โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (None, 56, 56,    โ”‚     16,384 โ”‚ conv2_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 160)              โ”‚            โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_bn   โ”‚ (None, 56, 56,    โ”‚        640 โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_conv โ”‚ (None, 56, 56,    โ”‚     20,480 โ”‚ conv2_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 192)              โ”‚            โ”‚ conv2_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_bn   โ”‚ (None, 56, 56,    โ”‚        768 โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_conv โ”‚ (None, 56, 56,    โ”‚     24,576 โ”‚ conv2_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 224)              โ”‚            โ”‚ conv2_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_bn   โ”‚ (None, 56, 56,    โ”‚        896 โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_conv โ”‚ (None, 56, 56,    โ”‚     28,672 โ”‚ conv2_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_bn   โ”‚ (None, 56, 56,    โ”‚        512 โ”‚ conv2_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_relu โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_2_conv โ”‚ (None, 56, 56,    โ”‚     36,864 โ”‚ conv2_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_concat โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 256)              โ”‚            โ”‚ conv2_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_bn            โ”‚ (None, 56, 56,    โ”‚      1,024 โ”‚ conv2_block6_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_relu          โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ pool2_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_conv (Conv2D) โ”‚ (None, 56, 56,    โ”‚     32,768 โ”‚ pool2_relu[0][0]  โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_pool          โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ pool2_conv[0][0]  โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ pool2_pool[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (None, 28, 28,    โ”‚     16,384 โ”‚ conv3_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ pool2_pool[0][0], โ”‚\n","โ”‚ (Concatenate)       โ”‚ 160)              โ”‚            โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_bn   โ”‚ (None, 28, 28,    โ”‚        640 โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (None, 28, 28,    โ”‚     20,480 โ”‚ conv3_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 192)              โ”‚            โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_bn   โ”‚ (None, 28, 28,    โ”‚        768 โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (None, 28, 28,    โ”‚     24,576 โ”‚ conv3_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 224)              โ”‚            โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_bn   โ”‚ (None, 28, 28,    โ”‚        896 โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (None, 28, 28,    โ”‚     28,672 โ”‚ conv3_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 256)              โ”‚            โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,024 โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_conv โ”‚ (None, 28, 28,    โ”‚     32,768 โ”‚ conv3_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ conv3_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,152 โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 320)              โ”‚            โ”‚ conv3_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,280 โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block7_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_conv โ”‚ (None, 28, 28,    โ”‚     40,960 โ”‚ conv3_block7_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block7_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block7_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block7_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 352)              โ”‚            โ”‚ conv3_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,408 โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block8_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_conv โ”‚ (None, 28, 28,    โ”‚     45,056 โ”‚ conv3_block8_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block8_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block8_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block8_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 384)              โ”‚            โ”‚ conv3_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_bn   โ”‚ (None, 28, 28,    โ”‚      1,536 โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block9_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_conv โ”‚ (None, 28, 28,    โ”‚     49,152 โ”‚ conv3_block9_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_bn   โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block9_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_relu โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block9_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_2_conv โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block9_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_concat โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 416)              โ”‚            โ”‚ conv3_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_bn  โ”‚ (None, 28, 28,    โ”‚      1,664 โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     53,248 โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_bn  โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_2_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_concโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 448)              โ”‚            โ”‚ conv3_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_bn  โ”‚ (None, 28, 28,    โ”‚      1,792 โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     57,344 โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_bn  โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_2_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_concโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 480)              โ”‚            โ”‚ conv3_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_bn  โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     61,440 โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_bn  โ”‚ (None, 28, 28,    โ”‚        512 โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_reโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_2_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     36,864 โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_concโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 512)              โ”‚            โ”‚ conv3_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_bn            โ”‚ (None, 28, 28,    โ”‚      2,048 โ”‚ conv3_block12_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_relu          โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ pool3_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_conv (Conv2D) โ”‚ (None, 28, 28,    โ”‚    131,072 โ”‚ pool3_relu[0][0]  โ”‚\n","โ”‚                     โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_pool          โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ pool3_conv[0][0]  โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,024 โ”‚ pool3_pool[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (None, 14, 14,    โ”‚     32,768 โ”‚ conv4_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ pool3_pool[0][0], โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,152 โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 320)              โ”‚            โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,280 โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 320)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (None, 14, 14,    โ”‚     40,960 โ”‚ conv4_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 352)              โ”‚            โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,408 โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 352)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_conv โ”‚ (None, 14, 14,    โ”‚     45,056 โ”‚ conv4_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 384)              โ”‚            โ”‚ conv4_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,536 โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_conv โ”‚ (None, 14, 14,    โ”‚     49,152 โ”‚ conv4_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 416)              โ”‚            โ”‚ conv4_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,664 โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 416)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_conv โ”‚ (None, 14, 14,    โ”‚     53,248 โ”‚ conv4_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 448)              โ”‚            โ”‚ conv4_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,792 โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block7_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 448)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_conv โ”‚ (None, 14, 14,    โ”‚     57,344 โ”‚ conv4_block7_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block7_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block7_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block7_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 480)              โ”‚            โ”‚ conv4_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_bn   โ”‚ (None, 14, 14,    โ”‚      1,920 โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block8_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_conv โ”‚ (None, 14, 14,    โ”‚     61,440 โ”‚ conv4_block8_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block8_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block8_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block8_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 512)              โ”‚            โ”‚ conv4_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_bn   โ”‚ (None, 14, 14,    โ”‚      2,048 โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block9_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_conv โ”‚ (None, 14, 14,    โ”‚     65,536 โ”‚ conv4_block9_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_bn   โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block9_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_relu โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block9_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_2_conv โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block9_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_concat โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 544)              โ”‚            โ”‚ conv4_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,176 โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 544)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 544)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     69,632 โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 576)              โ”‚            โ”‚ conv4_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,304 โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 576)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 576)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     73,728 โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 608)              โ”‚            โ”‚ conv4_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,432 โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 608)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 608)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     77,824 โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 640)              โ”‚            โ”‚ conv4_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,560 โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 640)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 640)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     81,920 โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 672)              โ”‚            โ”‚ conv4_block13_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,688 โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 672)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 672)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     86,016 โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 704)              โ”‚            โ”‚ conv4_block14_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,816 โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 704)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 704)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     90,112 โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 736)              โ”‚            โ”‚ conv4_block15_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_bn  โ”‚ (None, 14, 14,    โ”‚      2,944 โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 736)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 736)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     94,208 โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ conv4_block16_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,072 โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     98,304 โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 800)              โ”‚            โ”‚ conv4_block17_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,200 โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 800)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 800)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    102,400 โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 832)              โ”‚            โ”‚ conv4_block18_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,328 โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 832)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 832)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    106,496 โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 864)              โ”‚            โ”‚ conv4_block19_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,456 โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 864)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 864)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    110,592 โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 896)              โ”‚            โ”‚ conv4_block20_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,584 โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 896)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 896)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    114,688 โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 928)              โ”‚            โ”‚ conv4_block21_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,712 โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 928)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 928)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    118,784 โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 960)              โ”‚            โ”‚ conv4_block22_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    122,880 โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 992)              โ”‚            โ”‚ conv4_block23_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_bn  โ”‚ (None, 14, 14,    โ”‚      3,968 โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 992)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 992)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    126,976 โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_bn  โ”‚ (None, 14, 14,    โ”‚        512 โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_reโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_2_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     36,864 โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_concโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 1024)             โ”‚            โ”‚ conv4_block24_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_bn            โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ conv4_block24_coโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_relu          โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ pool4_bn[0][0]    โ”‚\n","โ”‚ (Activation)        โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_conv (Conv2D) โ”‚ (None, 14, 14,    โ”‚    524,288 โ”‚ pool4_relu[0][0]  โ”‚\n","โ”‚                     โ”‚ 512)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_pool          โ”‚ (None, 7, 7, 512) โ”‚          0 โ”‚ pool4_conv[0][0]  โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_bn   โ”‚ (None, 7, 7, 512) โ”‚      2,048 โ”‚ pool4_pool[0][0]  โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_relu โ”‚ (None, 7, 7, 512) โ”‚          0 โ”‚ conv5_block1_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_conv โ”‚ (None, 7, 7, 128) โ”‚     65,536 โ”‚ conv5_block1_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block1_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block1_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block1_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_concat โ”‚ (None, 7, 7, 544) โ”‚          0 โ”‚ pool4_pool[0][0], โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_bn   โ”‚ (None, 7, 7, 544) โ”‚      2,176 โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_relu โ”‚ (None, 7, 7, 544) โ”‚          0 โ”‚ conv5_block2_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_conv โ”‚ (None, 7, 7, 128) โ”‚     69,632 โ”‚ conv5_block2_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block2_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block2_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block2_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_concat โ”‚ (None, 7, 7, 576) โ”‚          0 โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_bn   โ”‚ (None, 7, 7, 576) โ”‚      2,304 โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_relu โ”‚ (None, 7, 7, 576) โ”‚          0 โ”‚ conv5_block3_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_conv โ”‚ (None, 7, 7, 128) โ”‚     73,728 โ”‚ conv5_block3_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block3_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block3_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block3_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_concat โ”‚ (None, 7, 7, 608) โ”‚          0 โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_bn   โ”‚ (None, 7, 7, 608) โ”‚      2,432 โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_relu โ”‚ (None, 7, 7, 608) โ”‚          0 โ”‚ conv5_block4_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_conv โ”‚ (None, 7, 7, 128) โ”‚     77,824 โ”‚ conv5_block4_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block4_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block4_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block4_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_concat โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_bn   โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_relu โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ conv5_block5_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_conv โ”‚ (None, 7, 7, 128) โ”‚     81,920 โ”‚ conv5_block5_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block5_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block5_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block5_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_concat โ”‚ (None, 7, 7, 672) โ”‚          0 โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_bn   โ”‚ (None, 7, 7, 672) โ”‚      2,688 โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_relu โ”‚ (None, 7, 7, 672) โ”‚          0 โ”‚ conv5_block6_0_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_conv โ”‚ (None, 7, 7, 128) โ”‚     86,016 โ”‚ conv5_block6_0_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_bn   โ”‚ (None, 7, 7, 128) โ”‚        512 โ”‚ conv5_block6_1_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_relu โ”‚ (None, 7, 7, 128) โ”‚          0 โ”‚ conv5_block6_1_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_2_conv โ”‚ (None, 7, 7, 32)  โ”‚     36,864 โ”‚ conv5_block6_1_rโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_concat โ”‚ (None, 7, 7, 704) โ”‚          0 โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ conv5_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 704)       โ”‚          0 โ”‚ conv5_block6_conโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_6 (Dense)     โ”‚ (None, 1024)      โ”‚    721,920 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_7 (Dense)     โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_6[0][0]     โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m230\u001b[0m, \u001b[38;5;34m230\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ input_layer_3[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m9,408\u001b[0m โ”‚ zero_padding2d_2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ zero_padding2d_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m114\u001b[0m, \u001b[38;5;34m114\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ zero_padding2d_3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m8,192\u001b[0m โ”‚ conv2_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ conv2_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ conv2_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ conv2_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ conv2_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ conv2_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m20,480\u001b[0m โ”‚ conv2_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ conv2_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m24,576\u001b[0m โ”‚ conv2_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ conv2_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m28,672\u001b[0m โ”‚ conv2_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv2_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv2_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv2_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool2_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ pool2_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool2_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool2_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ conv3_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ conv3_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m20,480\u001b[0m โ”‚ conv3_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ conv3_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m24,576\u001b[0m โ”‚ conv3_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ conv3_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m28,672\u001b[0m โ”‚ conv3_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ conv3_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ conv3_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ conv3_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ conv3_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,280\u001b[0m โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block7_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m40,960\u001b[0m โ”‚ conv3_block7_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block7_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block7_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block7_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block7_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ conv3_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,408\u001b[0m โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block8_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m45,056\u001b[0m โ”‚ conv3_block8_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block8_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block8_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block8_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block8_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ conv3_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block9_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m49,152\u001b[0m โ”‚ conv3_block9_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block9_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block9_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block9_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block9_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ conv3_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,664\u001b[0m โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m53,248\u001b[0m โ”‚ conv3_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block10_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ conv3_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m57,344\u001b[0m โ”‚ conv3_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block11_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ conv3_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m61,440\u001b[0m โ”‚ conv3_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv3_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv3_block12_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv3_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv3_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv3_block12_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool3_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m131,072\u001b[0m โ”‚ pool3_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool3_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool3_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ conv4_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ conv4_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ conv4_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,280\u001b[0m โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m320\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m40,960\u001b[0m โ”‚ conv4_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ conv4_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,408\u001b[0m โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m352\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m45,056\u001b[0m โ”‚ conv4_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ conv4_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m49,152\u001b[0m โ”‚ conv4_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ conv4_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,664\u001b[0m โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m416\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m53,248\u001b[0m โ”‚ conv4_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ conv4_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block7_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m448\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m57,344\u001b[0m โ”‚ conv4_block7_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block7_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block7_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block7_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block7_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ conv4_block7_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block8_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m61,440\u001b[0m โ”‚ conv4_block8_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block8_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block8_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block8_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block8_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block7_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ conv4_block8_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block9_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m65,536\u001b[0m โ”‚ conv4_block9_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block9_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block9_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block9_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block9_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block8_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m544\u001b[0m) โ”‚ โ”‚ conv4_block9_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,176\u001b[0m โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m544\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m544\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m69,632\u001b[0m โ”‚ conv4_block10_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block10_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block10_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block9_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m) โ”‚ โ”‚ conv4_block10_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,304\u001b[0m โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m576\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m73,728\u001b[0m โ”‚ conv4_block11_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block11_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block11_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block10_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m608\u001b[0m) โ”‚ โ”‚ conv4_block11_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,432\u001b[0m โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m608\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m608\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m77,824\u001b[0m โ”‚ conv4_block12_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block12_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block12_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block11_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m640\u001b[0m) โ”‚ โ”‚ conv4_block12_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m640\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m640\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m81,920\u001b[0m โ”‚ conv4_block13_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block13_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block13_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block12_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m672\u001b[0m) โ”‚ โ”‚ conv4_block13_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,688\u001b[0m โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m672\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m672\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m86,016\u001b[0m โ”‚ conv4_block14_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block14_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block14_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block13_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m704\u001b[0m) โ”‚ โ”‚ conv4_block14_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,816\u001b[0m โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m704\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m704\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m90,112\u001b[0m โ”‚ conv4_block15_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block15_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block15_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block14_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m736\u001b[0m) โ”‚ โ”‚ conv4_block15_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,944\u001b[0m โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m736\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m736\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m94,208\u001b[0m โ”‚ conv4_block16_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block16_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block16_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block15_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ conv4_block16_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,072\u001b[0m โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m98,304\u001b[0m โ”‚ conv4_block17_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block17_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block17_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block16_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m800\u001b[0m) โ”‚ โ”‚ conv4_block17_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,200\u001b[0m โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m800\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m800\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m102,400\u001b[0m โ”‚ conv4_block18_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block18_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block18_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block17_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m832\u001b[0m) โ”‚ โ”‚ conv4_block18_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,328\u001b[0m โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m832\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m832\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m106,496\u001b[0m โ”‚ conv4_block19_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block19_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block19_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block18_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m864\u001b[0m) โ”‚ โ”‚ conv4_block19_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,456\u001b[0m โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m864\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m864\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m110,592\u001b[0m โ”‚ conv4_block20_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block20_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block20_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block19_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m896\u001b[0m) โ”‚ โ”‚ conv4_block20_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,584\u001b[0m โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m896\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m896\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ conv4_block21_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block21_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block21_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block20_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m928\u001b[0m) โ”‚ โ”‚ conv4_block21_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,712\u001b[0m โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m928\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m928\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m118,784\u001b[0m โ”‚ conv4_block22_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block22_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block22_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block21_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ conv4_block22_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ conv4_block23_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block23_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block23_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block22_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m992\u001b[0m) โ”‚ โ”‚ conv4_block23_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,968\u001b[0m โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m992\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_0_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m992\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m126,976\u001b[0m โ”‚ conv4_block24_0_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_1_reโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_2_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv4_block24_1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv4_block24_concโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv4_block23_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ conv4_block24_2_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv4_block24_coโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool4_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m524,288\u001b[0m โ”‚ pool4_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m512\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ pool4_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool4_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m512\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block1_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m65,536\u001b[0m โ”‚ conv5_block1_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block1_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block1_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block1_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block1_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ pool4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block1_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) โ”‚ \u001b[38;5;34m2,176\u001b[0m โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m544\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block2_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m69,632\u001b[0m โ”‚ conv5_block2_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block2_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block2_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block2_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block2_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block1_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block2_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) โ”‚ \u001b[38;5;34m2,304\u001b[0m โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m576\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block3_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m73,728\u001b[0m โ”‚ conv5_block3_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block3_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block3_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block3_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block3_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block2_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block3_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) โ”‚ \u001b[38;5;34m2,432\u001b[0m โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m608\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block4_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m77,824\u001b[0m โ”‚ conv5_block4_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block4_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block4_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block4_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block4_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block3_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block4_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block5_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m81,920\u001b[0m โ”‚ conv5_block5_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block5_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block5_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block5_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block5_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block4_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block5_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) โ”‚ \u001b[38;5;34m2,688\u001b[0m โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_0_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m672\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block6_0_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m86,016\u001b[0m โ”‚ conv5_block6_0_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv5_block6_1_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_1_relu โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m128\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block6_1_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_2_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m36,864\u001b[0m โ”‚ conv5_block6_1_rโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv5_block6_concat โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m704\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block5_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ conv5_block6_2_cโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m704\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ conv5_block6_conโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_6 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m721,920\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_7 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 6,266,308 (23.90 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m6,266,308\u001b[0m (23.90 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 726,020 (2.77 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m726,020\u001b[0m (2.77 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 5,540,288 (21.13 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m5,540,288\u001b[0m (21.13 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import DenseNet121\n","from keras.layers import Dense, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","densenet121_model = DenseNet121(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=densenet121_model.input, outputs=densenet121_model.get_layer('conv5_block6_concat').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n"," \n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":30,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:30:11.115816Z","iopub.status.busy":"2024-06-02T19:30:11.115524Z","iopub.status.idle":"2024-06-02T19:32:11.682150Z","shell.execute_reply":"2024-06-02T19:32:11.681276Z","shell.execute_reply.started":"2024-06-02T19:30:11.115790Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 201ms/step - accuracy: 0.5920 - loss: 1.0541\n","Epoch 1: val_accuracy improved from -inf to 0.95513, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 477ms/step - accuracy: 0.5938 - loss: 1.0511 - val_accuracy: 0.9551 - val_loss: 0.3060 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 18ms/step - accuracy: 0.9477 - loss: 0.2619\n","Epoch 2: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 23ms/step - accuracy: 0.9482 - loss: 0.2599 - val_accuracy: 0.9551 - val_loss: 0.1563 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9822 - loss: 0.1057\n","Epoch 3: val_accuracy improved from 0.95513 to 0.95833, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 31ms/step - accuracy: 0.9822 - loss: 0.1056 - val_accuracy: 0.9583 - val_loss: 0.1307 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9896 - loss: 0.0647\n","Epoch 4: val_accuracy improved from 0.95833 to 0.96795, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 0.9894 - loss: 0.0648 - val_accuracy: 0.9679 - val_loss: 0.1139 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9919 - loss: 0.0586\n","Epoch 5: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9917 - loss: 0.0588 - val_accuracy: 0.9647 - val_loss: 0.1307 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9892 - loss: 0.0507\n","Epoch 6: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9892 - loss: 0.0507 - val_accuracy: 0.9679 - val_loss: 0.0943 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9848 - loss: 0.0455\n","Epoch 7: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9848 - loss: 0.0452 - val_accuracy: 0.9679 - val_loss: 0.0881 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9953 - loss: 0.0287\n","Epoch 8: val_accuracy improved from 0.96795 to 0.97115, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 31ms/step - accuracy: 0.9953 - loss: 0.0286 - val_accuracy: 0.9712 - val_loss: 0.0763 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9919 - loss: 0.0298\n","Epoch 9: val_accuracy improved from 0.97115 to 0.98397, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 0.9920 - loss: 0.0297 - val_accuracy: 0.9840 - val_loss: 0.0628 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9961 - loss: 0.0219\n","Epoch 10: val_accuracy improved from 0.98397 to 0.98718, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 37ms/step - accuracy: 0.9959 - loss: 0.0220 - val_accuracy: 0.9872 - val_loss: 0.0624 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9974 - loss: 0.0127\n","Epoch 11: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9974 - loss: 0.0127 - val_accuracy: 0.9840 - val_loss: 0.0734 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 17ms/step - accuracy: 0.9963 - loss: 0.0182\n","Epoch 12: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9963 - loss: 0.0183 - val_accuracy: 0.9840 - val_loss: 0.0742 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9995 - loss: 0.0149\n","Epoch 13: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9994 - loss: 0.0148 - val_accuracy: 0.9808 - val_loss: 0.0613 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9992 - loss: 0.0073\n","Epoch 14: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9990 - loss: 0.0076 - val_accuracy: 0.9712 - val_loss: 0.0824 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9976 - loss: 0.0109\n","Epoch 15: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9976 - loss: 0.0109 - val_accuracy: 0.9776 - val_loss: 0.0632 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9986 - loss: 0.0083\n","Epoch 16: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 23ms/step - accuracy: 0.9986 - loss: 0.0083 - val_accuracy: 0.9872 - val_loss: 0.0592 - learning_rate: 0.0010\n","Epoch 17/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9995 - loss: 0.0071\n","Epoch 17: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9995 - loss: 0.0071 - val_accuracy: 0.9872 - val_loss: 0.0614 - learning_rate: 0.0010\n","Epoch 18/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0039\n","Epoch 18: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 1.0000 - loss: 0.0040 - val_accuracy: 0.9808 - val_loss: 0.0723 - learning_rate: 0.0010\n","Epoch 19/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0077\n","Epoch 19: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 1.0000 - loss: 0.0077 - val_accuracy: 0.9840 - val_loss: 0.0577 - learning_rate: 0.0010\n","Epoch 20/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9998 - loss: 0.0047\n","Epoch 20: val_accuracy did not improve from 0.98718\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 22ms/step - accuracy: 0.9998 - loss: 0.0047 - val_accuracy: 0.9872 - val_loss: 0.0634 - learning_rate: 0.0010\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:11.684254Z","iopub.status.busy":"2024-06-02T19:32:11.683927Z","iopub.status.idle":"2024-06-02T19:32:11.979900Z","shell.execute_reply":"2024-06-02T19:32:11.978944Z","shell.execute_reply.started":"2024-06-02T19:32:11.684227Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":32,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:11.982543Z","iopub.status.busy":"2024-06-02T19:32:11.982142Z","iopub.status.idle":"2024-06-02T19:32:12.206326Z","shell.execute_reply":"2024-06-02T19:32:12.205352Z","shell.execute_reply.started":"2024-06-02T19:32:11.982506Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### Xception"]},{"cell_type":"code","execution_count":33,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:24.573743Z","iopub.status.busy":"2024-06-02T19:32:24.572918Z","iopub.status.idle":"2024-06-02T19:32:26.420962Z","shell.execute_reply":"2024-06-02T19:32:26.420121Z","shell.execute_reply.started":"2024-06-02T19:32:24.573712Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/xception/xception_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m83683744/83683744\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_19\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_19\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_4       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1        โ”‚ (None, 111, 111,  โ”‚        864 โ”‚ input_layer_4[0]โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_bn     โ”‚ (None, 111, 111,  โ”‚        128 โ”‚ block1_conv1[0][โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_act    โ”‚ (None, 111, 111,  โ”‚          0 โ”‚ block1_conv1_bn[โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2        โ”‚ (None, 109, 109,  โ”‚     18,432 โ”‚ block1_conv1_actโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_bn     โ”‚ (None, 109, 109,  โ”‚        256 โ”‚ block1_conv2[0][โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_act    โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ block1_conv2_bn[โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1     โ”‚ (None, 109, 109,  โ”‚      8,768 โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1_bn  โ”‚ (None, 109, 109,  โ”‚        512 โ”‚ block2_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_act โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ block2_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2     โ”‚ (None, 109, 109,  โ”‚     17,536 โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_bn  โ”‚ (None, 109, 109,  โ”‚        512 โ”‚ block2_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d (Conv2D)     โ”‚ (None, 55, 55,    โ”‚      8,192 โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool         โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization โ”‚ (None, 55, 55,    โ”‚        512 โ”‚ conv2d[0][0]      โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add (Add)           โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ block2_pool[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_act โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ add[0][0]         โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1     โ”‚ (None, 55, 55,    โ”‚     33,920 โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_bn  โ”‚ (None, 55, 55,    โ”‚      1,024 โ”‚ block3_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_act โ”‚ (None, 55, 55,    โ”‚          0 โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2     โ”‚ (None, 55, 55,    โ”‚     67,840 โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_bn  โ”‚ (None, 55, 55,    โ”‚      1,024 โ”‚ block3_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_1 (Conv2D)   โ”‚ (None, 28, 28,    โ”‚     32,768 โ”‚ add[0][0]         โ”‚\n","โ”‚                     โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool         โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 28, 28,    โ”‚      1,024 โ”‚ conv2d_1[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_1 (Add)         โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3_pool[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚ 256)              โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_act โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ add_1[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1     โ”‚ (None, 28, 28,    โ”‚    188,672 โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_bn  โ”‚ (None, 28, 28,    โ”‚      2,912 โ”‚ block4_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_act โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2     โ”‚ (None, 28, 28,    โ”‚    536,536 โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_bn  โ”‚ (None, 28, 28,    โ”‚      2,912 โ”‚ block4_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_2 (Conv2D)   โ”‚ (None, 14, 14,    โ”‚    186,368 โ”‚ add_1[0][0]       โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ conv2d_2[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_2 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4_pool[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_2[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block5_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block5_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block5_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_3 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_2[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_3[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block6_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block6_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block6_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_4 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_3[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_4[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block7_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block7_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block7_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_5 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_4[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_5[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block8_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block8_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block8_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_6 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_5[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_6[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block9_sepconv1[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block9_sepconv2[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_act โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3     โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_bn  โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block9_sepconv3[โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_7 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_6[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_7[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_8 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_7[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_8[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_9 (Add)         โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_8[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_9[0][0]       โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_10 (Add)        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚                     โ”‚ 728)              โ”‚            โ”‚ add_9[0][0]       โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ add_10[0][0]      โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1    โ”‚ (None, 14, 14,    โ”‚    536,536 โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_bn โ”‚ (None, 14, 14,    โ”‚      2,912 โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_aโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 728)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2    โ”‚ (None, 14, 14,    โ”‚    752,024 โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_bn โ”‚ (None, 14, 14,    โ”‚      4,096 โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_3 (Conv2D)   โ”‚ (None, 7, 7,      โ”‚    745,472 โ”‚ add_10[0][0]      โ”‚\n","โ”‚                     โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_pool        โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 7, 7,      โ”‚      4,096 โ”‚ conv2d_3[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1024)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_11 (Add)        โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block13_pool[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 1024)             โ”‚            โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1    โ”‚ (None, 7, 7,      โ”‚  1,582,080 โ”‚ add_11[0][0]      โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 1536)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_bn โ”‚ (None, 7, 7,      โ”‚      6,144 โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1536)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_aโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1536)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2    โ”‚ (None, 7, 7,      โ”‚  3,159,552 โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (SeparableConv2D)   โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_bn โ”‚ (None, 7, 7,      โ”‚      8,192 โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_aโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 2048)      โ”‚          0 โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_8 (Dense)     โ”‚ (None, 1024)      โ”‚  2,098,176 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_9 (Dense)     โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_8[0][0]     โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m864\u001b[0m โ”‚ input_layer_4[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1_conv1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1_conv1_bn[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ block1_conv1_actโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ block1_conv2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1_conv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1_conv2_bn[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m8,768\u001b[0m โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ block2_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m17,536\u001b[0m โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ block2_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m8,192\u001b[0m โ”‚ block1_conv2_actโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m512\u001b[0m โ”‚ conv2d[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m33,920\u001b[0m โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block3_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m67,840\u001b[0m โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m55\u001b[0m, \u001b[38;5;34m55\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block3_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m32,768\u001b[0m โ”‚ add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ conv2d_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_1 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m188,672\u001b[0m โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block4_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block4_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m186,368\u001b[0m โ”‚ add_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ conv2d_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_2 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block5_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block5_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block5_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_3 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block6_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block6_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block6_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_4 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block7_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block7_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block7_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_5 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block8_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block8_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block8_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block8_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block8_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block8_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_6 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block8_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block9_sepconv1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block9_sepconv1_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block9_sepconv2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_act โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block9_sepconv2_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block9_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block9_sepconv3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_7 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block9_sepconv3_โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block10_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block10_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block10_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_8 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block10_sepconv3โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block11_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block11_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block11_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_9 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block11_sepconv3โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block12_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block12_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block12_sepconv3_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_10 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block12_sepconv3โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ add_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ add_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m536,536\u001b[0m โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m2,912\u001b[0m โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block13_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m728\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m752,024\u001b[0m โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m745,472\u001b[0m โ”‚ add_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block13_pool โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block13_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m4,096\u001b[0m โ”‚ conv2d_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ add_11 (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block13_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m1024\u001b[0m) โ”‚ โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m1,582,080\u001b[0m โ”‚ add_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1536\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m6,144\u001b[0m โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1536\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv1_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1536\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m3,159,552\u001b[0m โ”‚ block14_sepconv1โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mSeparableConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m8,192\u001b[0m โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block14_sepconv2_aโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block14_sepconv2โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_8 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m2,098,176\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_9 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 22,963,756 (87.60 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m22,963,756\u001b[0m (87.60 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 2,102,276 (8.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,102,276\u001b[0m (8.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 20,861,480 (79.58 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m20,861,480\u001b[0m (79.58 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import Xception\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","xception_model = Xception(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=xception_model.input, outputs=xception_model.get_layer('block14_sepconv2_act').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":34,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:32:26.423495Z","iopub.status.busy":"2024-06-02T19:32:26.422851Z","iopub.status.idle":"2024-06-02T19:33:41.180546Z","shell.execute_reply":"2024-06-02T19:33:41.179518Z","shell.execute_reply.started":"2024-06-02T19:32:26.423457Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 84ms/step - accuracy: 0.6079 - loss: 1.8533\n","Epoch 1: val_accuracy improved from -inf to 0.92949, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m31s\u001b[0m 193ms/step - accuracy: 0.6095 - loss: 1.8443 - val_accuracy: 0.9295 - val_loss: 0.2185 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9371 - loss: 0.1665\n","Epoch 2: val_accuracy did not improve from 0.92949\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9374 - loss: 0.1658 - val_accuracy: 0.9295 - val_loss: 0.1814 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - accuracy: 0.9830 - loss: 0.0646\n","Epoch 3: val_accuracy improved from 0.92949 to 0.94551, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 0.9828 - loss: 0.0649 - val_accuracy: 0.9455 - val_loss: 0.1630 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9847 - loss: 0.0510\n","Epoch 4: val_accuracy did not improve from 0.94551\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9846 - loss: 0.0510 - val_accuracy: 0.9327 - val_loss: 0.2116 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9840 - loss: 0.0613\n","Epoch 5: val_accuracy improved from 0.94551 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 0.9838 - loss: 0.0615 - val_accuracy: 0.9487 - val_loss: 0.1465 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9873 - loss: 0.0497\n","Epoch 6: val_accuracy improved from 0.94872 to 0.96795, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 0.9874 - loss: 0.0493 - val_accuracy: 0.9679 - val_loss: 0.1079 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 0.9963 - loss: 0.0124\n","Epoch 7: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 0.9963 - loss: 0.0125 - val_accuracy: 0.9423 - val_loss: 0.1649 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0087\n","Epoch 8: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0086 - val_accuracy: 0.9551 - val_loss: 0.1174 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0037\n","Epoch 9: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0037 - val_accuracy: 0.9679 - val_loss: 0.0934 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0017\n","Epoch 10: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0017 - val_accuracy: 0.9679 - val_loss: 0.0809 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0015\n","Epoch 11: val_accuracy did not improve from 0.96795\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 0.0015 - val_accuracy: 0.9615 - val_loss: 0.0903 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0014\n","Epoch 12: val_accuracy improved from 0.96795 to 0.97115, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 1.0000 - loss: 0.0014 - val_accuracy: 0.9712 - val_loss: 0.0815 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 8.8500e-04\n","Epoch 13: val_accuracy did not improve from 0.97115\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 8.8887e-04 - val_accuracy: 0.9712 - val_loss: 0.0808 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0011\n","Epoch 14: val_accuracy improved from 0.97115 to 0.97436, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 30ms/step - accuracy: 1.0000 - loss: 0.0011 - val_accuracy: 0.9744 - val_loss: 0.0794 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 7.3452e-04\n","Epoch 15: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 7.3551e-04 - val_accuracy: 0.9744 - val_loss: 0.0830 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 8.4919e-04\n","Epoch 16: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 8.4376e-04 - val_accuracy: 0.9744 - val_loss: 0.0758 - learning_rate: 0.0010\n","Epoch 17/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 5.9995e-04\n","Epoch 17: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 6.0219e-04 - val_accuracy: 0.9744 - val_loss: 0.0812 - learning_rate: 0.0010\n","Epoch 18/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 6.9812e-04\n","Epoch 18: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 6.9653e-04 - val_accuracy: 0.9744 - val_loss: 0.0786 - learning_rate: 0.0010\n","Epoch 19/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 6.1500e-04\n","Epoch 19: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 6.1245e-04 - val_accuracy: 0.9679 - val_loss: 0.0876 - learning_rate: 0.0010\n","Epoch 20/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 5.2658e-04\n","Epoch 20: val_accuracy did not improve from 0.97436\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 21ms/step - accuracy: 1.0000 - loss: 5.2585e-04 - val_accuracy: 0.9712 - val_loss: 0.0816 - learning_rate: 0.0010\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":35,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:41.183258Z","iopub.status.busy":"2024-06-02T19:33:41.182937Z","iopub.status.idle":"2024-06-02T19:33:41.394258Z","shell.execute_reply":"2024-06-02T19:33:41.393272Z","shell.execute_reply.started":"2024-06-02T19:33:41.183231Z"},"trusted":true},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAjcAAAHHCAYAAABDUnkqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABQZElEQVR4nO3deVxU5eI/8M8My7AOq4AogfuaaKiES2qSaOaSdbX0JnmzxayfZd1bVopmRcutrDTN0rTbouk3tXstTUnbxMy13HdEERAVhn2Z8/z+OMzACAzbzJyZ4fN+NS9mzjznzHM4EB+f5znPoxJCCBARERE5CbXSFSAiIiKyJIYbIiIicioMN0RERORUGG6IiIjIqTDcEBERkVNhuCEiIiKnwnBDREREToXhhoiIiJwKww0RERE5FYYbIiIHMHToUPTs2VPpahA5BIYbIie2atUqqFQq7N27V+mqEBHZDMMNERERORWGGyJqEYQQKC4uVroaRGQDDDdEhAMHDmDUqFHQarXw8fHB8OHDsXv3bpMy5eXlWLBgATp16gQPDw8EBQVh0KBB2LZtm7FMZmYmpk2bhrZt20Kj0aB169YYN24czp8/b/bzH3zwQfj4+ODs2bNISEiAt7c3wsPD8fLLL0MIYVJWkiQsWrQIPXr0gIeHB0JDQ/Hoo4/i+vXrJuWioqJw1113YevWrejbty88PT3x0Ucfma3H77//jpEjR8LPzw9eXl4YMmQIfvvtN5My8+fPh0qlwvHjxzFx4kRotVoEBQVh1qxZKCkpMSlbUVGBhQsXokOHDtBoNIiKisILL7yA0tLSGp/9/fffY8iQIfD19YVWq0W/fv3w5Zdf1ih39OhRDBs2DF5eXmjTpg3efPNNs+dE1BIx3BC1cEeOHMHgwYNx6NAh/Otf/8LcuXNx7tw5DB06FL///rux3Pz587FgwQIMGzYMixcvxosvvoibbroJ+/fvN5a55557sGHDBkybNg0ffvgh/t//+3/Iz8/HhQsX6q2HXq/HyJEjERoaijfffBMxMTFISkpCUlKSSblHH30U//znPzFw4EC89957mDZtGr744gskJCSgvLzcpOyJEydw//3344477sB7772H3r171/n5P/74I2677TbodDokJSXhtddeQ25uLm6//Xbs2bOnRvmJEyeipKQEycnJuPPOO/H+++/jkUceMSkzffp0zJs3D7fccgveffddDBkyBMnJybjvvvtMyq1atQqjR4/GtWvXMGfOHLz++uvo3bs3tmzZYlLu+vXrGDlyJKKjo/H222+ja9eueO655/D999/X+/0lalEEETmtTz/9VAAQf/zxR51lxo8fL9zd3cWZM2eM2zIyMoSvr6+47bbbjNuio6PF6NGj6zzO9evXBQDx1ltvNbqeiYmJAoB48sknjdskSRKjR48W7u7u4sqVK0IIIX755RcBQHzxxRcm+2/ZsqXG9sjISAFAbNmypd7PlyRJdOrUSSQkJAhJkozbi4qKRLt27cQdd9xh3JaUlCQAiLFjx5oc4/HHHxcAxKFDh4QQQhw8eFAAENOnTzcp9+yzzwoA4scffxRCCJGbmyt8fX1FbGysKC4urlEvgyFDhggA4rPPPjNuKy0tFWFhYeKee+6p9xyJWhK23BC1YHq9Hj/88APGjx+P9u3bG7e3bt0akydPxq+//gqdTgcA8Pf3x5EjR3Dq1Klaj+Xp6Ql3d3fs3LmzRhdRQz3xxBPG5yqVCk888QTKysqwfft2AMC6devg5+eHO+64Azk5OcZHTEwMfHx8sGPHDpPjtWvXDgkJCfV+7sGDB3Hq1ClMnjwZV69eNR63sLAQw4cPx88//wxJkkz2mTlzpsnrJ598EgDw3XffmXydPXu2SblnnnkGALB582YAwLZt25Cfn4/nn38eHh4eJmVVKpXJax8fH/z97383vnZ3d0f//v1x9uzZes+RqCVhuCFqwa5cuYKioiJ06dKlxnvdunWDJElIT08HALz88svIzc1F586dcfPNN+Of//wn/vzzT2N5jUaDN954A99//z1CQ0Nx22234c0330RmZmaD6qJWq00CFgB07twZAIxjdk6dOoW8vDyEhISgVatWJo+CggJkZ2eb7N+uXbsGfbYhsCUmJtY47ieffILS0lLk5eWZ7NOpUyeT1x06dIBarTbWNS0tDWq1Gh07djQpFxYWBn9/f6SlpQEAzpw5AwANmsOmbdu2NQJPQEBAk8MkkbNyVboCROQYbrvtNpw5cwabNm3CDz/8gE8++QTvvvsuli1bhunTpwMAnnrqKYwZMwYbN27E1q1bMXfuXCQnJ+PHH39Enz59ml0HSZIQEhKCL774otb3W7VqZfLa09OzwccFgLfeeqvOcTk+Pj5mj3Fj6Khve1O4uLjUul3cMOiaqKVjuCFqwVq1agUvLy+cOHGixnvHjx+HWq1GRESEcVtgYCCmTZuGadOmoaCgALfddhvmz59vDDeA3ILxzDPP4JlnnsGpU6fQu3dvvP322/j888/N1kWSJJw9e9bYWgMAJ0+eBCDf+WQ49vbt2zFw4MAGB5eG6NChAwBAq9UiPj6+QfucOnXKpGXo9OnTkCTJWNfIyEhIkoRTp06hW7duxnJZWVnIzc1FZGSkyWcfPny4RisPETUNu6WIWjAXFxeMGDECmzZtMrldOysrC19++SUGDRoErVYLALh69arJvj4+PujYsaPxtuaioqIat0J36NABvr6+td76XJvFixcbnwshsHjxYri5uWH48OEA5DuU9Ho9Fi5cWGPfiooK5ObmNuhzbhQTE4MOHTrg3//+NwoKCmq8f+XKlRrblixZYvL6gw8+AACMGjUKAHDnnXcCABYtWmRS7p133gEAjB49GgAwYsQI+Pr6Ijk5ucb3jy0yRE3DlhuiFmDlypU1bisGgFmzZuGVV17Btm3bMGjQIDz++ONwdXXFRx99hNLSUpM5VLp3746hQ4ciJiYGgYGB2Lt3L9avX28cBHzy5EkMHz4cEydORPfu3eHq6ooNGzYgKyurxq3PtfHw8MCWLVuQmJiI2NhYfP/999i8eTNeeOEFY3fTkCFD8OijjyI5ORkHDx7EiBEj4ObmhlOnTmHdunV47733cO+99zb6+6NWq/HJJ59g1KhR6NGjB6ZNm4Y2bdrg0qVL2LFjB7RaLf773/+a7HPu3DmMHTsWI0eORGpqKj7//HNMnjwZ0dHRAIDo6GgkJiZi+fLlyM3NxZAhQ7Bnzx6sXr0a48ePx7BhwwDIrUXvvvsupk+fjn79+mHy5MkICAjAoUOHUFRUhNWrVzf6fIhaPIXv1iIiKzLcCl7XIz09XQghxP79+0VCQoLw8fERXl5eYtiwYWLXrl0mx3rllVdE//79hb+/v/D09BRdu3YVr776qigrKxNCCJGTkyNmzpwpunbtKry9vYWfn5+IjY0VX3/9db31TExMFN7e3uLMmTNixIgRwsvLS4SGhoqkpCSh1+trlF++fLmIiYkRnp6ewtfXV9x8883iX//6l8jIyDCWiYyMNHvrem0OHDggJkyYIIKCgoRGoxGRkZFi4sSJIiUlxVjGcCv40aNHxb333it8fX1FQECAeOKJJ2rcyl1eXi4WLFgg2rVrJ9zc3ERERISYM2eOKCkpqfHZ3377rRgwYIDw9PQUWq1W9O/fX3z11VfG94cMGSJ69OhR6/cuMjKyUedJ5OxUQrDdk4iU9eCDD2L9+vW1dgnZG8NkhleuXEFwcLDS1SGiWnDMDRERETkVhhsiIiJyKgw3RERE5FQ45oaIiIicCltuiIiIyKkw3BAREZFTaXGT+EmShIyMDPj6+lp0zRciIiKyHiEE8vPzER4eDrXafNtMiws3GRkZJmvlEBERkeNIT09H27ZtzZZpceHG19cXgPzNMayZQ0RERPZNp9MhIiLC+HfcnBYXbgxdUVqtluGGiIjIwTRkSAkHFBMREZFTYbghIiIip8JwQ0RERE6F4YaIiIicCsMNERERORWGGyIiInIqDDdERETkVBhuiIiIyKkw3BAREZFTYbghIiIip8JwQ0RERE6F4YaIiIiciqLh5ueff8aYMWMQHh4OlUqFjRs31rvPzp07ccstt0Cj0aBjx45YtWqV1evZEBV6CVm6EqRdLVS6KkRERC2aouGmsLAQ0dHRWLJkSYPKnzt3DqNHj8awYcNw8OBBPPXUU5g+fTq2bt1q5ZrW7/dz1xD7WgoeWr1X6aoQERG1aK5KfvioUaMwatSoBpdftmwZ2rVrh7fffhsA0K1bN/z666949913kZCQYK1qNkigtzsA4FphmaL1ICIiaukcasxNamoq4uPjTbYlJCQgNTW1zn1KS0uh0+lMHtYQ5COHm+tFZdBLwiqfQURERPVzqHCTmZmJ0NBQk22hoaHQ6XQoLi6udZ/k5GT4+fkZHxEREVapW4CXHG6EAHKL2HpDRESkFIcKN00xZ84c5OXlGR/p6elW+Rw3FzX8PN0AsGuKiIhISYqOuWmssLAwZGVlmWzLysqCVquFp6dnrftoNBpoNBpbVA9B3u7IKy5HTkEZOoXWX56IiIgsz6FabuLi4pCSkmKybdu2bYiLi1OoRqY4qJiIiEh5ioabgoICHDx4EAcPHgQg3+p98OBBXLhwAYDcpTR16lRj+cceewxnz57Fv/71Lxw/fhwffvghvv76azz99NNKVL+GqnBTqnBNiIiIWi5Fw83evXvRp08f9OnTBwAwe/Zs9OnTB/PmzQMAXL582Rh0AKBdu3bYvHkztm3bhujoaLz99tv45JNPFL8N3MBwx9RVttwQEREpRtExN0OHDoUQdd82Xdvsw0OHDsWBAwesWKumC/KWx/awW4qIiEg5DjXmxt4ZuqXYckNERKQchhsLMnRLXStguCEiIlIKw40FVbXccEAxERGRUhhuLIi3ghMRESmP4caCDAOKrxeVQ+L6UkRERIpguLGgAG95+QW9JJBXXK5wbYiIiFomhhsL0ri6wNdDvrued0wREREpg+HGwoI47oaIiEhRDDcWxiUYiIiIlMVwY2GBlYOKczjXDRERkSIYbiyM3VJERETKYrixsEAfhhsiIiIlMdxYWBDXlyIiIlIUw42FGdeX4oBiIiIiRTDcWJhhQPFVDigmIiJSBMONhXFAMRERkbIYbiys+uKZQnB9KSIiIltjuLEwQ7ipkAR0xRUK14aIiKjlYbixMA83F3i7uwAArnJQMRERkc0x3FhBkI88qJjjboiIiGyP4cYKAjnXDRERkWIYbqyAd0wREREph+HGCgIZboiIiBTDcGMFhvWlcgo4oJiIiMjWGG6sgN1SREREymG4sQLDEgwMN0RERLbHcGMFhsUzub4UERGR7THcWAG7pYiIiJTDcGMFXF+KiIhIOQw3VhBUOeamTC8hv5TrSxEREdkSw40VeLq7wNNNXl/qGsfdEBER2RTDjZVwCQYiIiJlMNxYieGOKQ4qJiIisi2GGyupumOKsxQTERHZEsONlRgm8mO3FBERkW0x3FiJsVuKA4qJiIhsiuHGSjigmIiISBkMN1bCcENERKQMhhsr4YBiIiIiZTDcWIlxCQaOuSEiIrIphhsrCfapuluK60sRERHZDsONlRhabkorJBSV6RWuDRERUcvBcGMlXu4u0LjK317OUkxERGQ7DDdWolKpjIOKcwo4qJiIiMhWGG6sKJDrSxEREdkcw40VcQkGIiIi22O4saKquW4YboiIiGyF4caKGG6IiIhsj+HGigxjbq5yIj8iIiKbYbixIi7BQEREZHsMN1bEAcVERES2x3BjRcaVwdktRUREZDMMN1bEAcVERES2x3BjRYYBxcXlehRzfSkiIiKbYLixIl+NK9xd5G/xVQ4qJiIisgnFw82SJUsQFRUFDw8PxMbGYs+ePWbLL1q0CF26dIGnpyciIiLw9NNPo6SkxEa1bRyVSmUcd8OuKSIiIttQNNysXbsWs2fPRlJSEvbv34/o6GgkJCQgOzu71vJffvklnn/+eSQlJeHYsWNYsWIF1q5dixdeeMHGNW8446BihhsiIiKbUDTcvPPOO3j44Ycxbdo0dO/eHcuWLYOXlxdWrlxZa/ldu3Zh4MCBmDx5MqKiojBixAjcf//99bb2KCmIE/kRERHZlGLhpqysDPv27UN8fHxVZdRqxMfHIzU1tdZ9BgwYgH379hnDzNmzZ/Hdd9/hzjvvtEmdmyKQE/kRERHZlKtSH5yTkwO9Xo/Q0FCT7aGhoTh+/Hit+0yePBk5OTkYNGgQhBCoqKjAY489ZrZbqrS0FKWlVcFCp9NZ5gQaiN1SREREtqX4gOLG2LlzJ1577TV8+OGH2L9/P7755hts3rwZCxcurHOf5ORk+Pn5GR8RERE2rDEQ7CPPUnyN3VJEREQ2oVjLTXBwMFxcXJCVlWWyPSsrC2FhYbXuM3fuXDzwwAOYPn06AODmm29GYWEhHnnkEbz44otQq2tmtTlz5mD27NnG1zqdzqYBh3dLERER2ZZiLTfu7u6IiYlBSkqKcZskSUhJSUFcXFyt+xQVFdUIMC4uLgAAIUSt+2g0Gmi1WpOHLbFbioiIyLYUa7kBgNmzZyMxMRF9+/ZF//79sWjRIhQWFmLatGkAgKlTp6JNmzZITk4GAIwZMwbvvPMO+vTpg9jYWJw+fRpz587FmDFjjCHH3gQZww0HFBMREdmCouFm0qRJuHLlCubNm4fMzEz07t0bW7ZsMQ4yvnDhgklLzUsvvQSVSoWXXnoJly5dQqtWrTBmzBi8+uqrSp1CvYzdUhxzQ0REZBMqUVd/jpPS6XTw8/NDXl6eTbqo8orKEf3yDwCA4wtHwsPNPluYiIiI7Flj/n471N1Sjkjr6QpXtQoABxUTERHZAsONlXF9KSIiIttiuLEB3jFFRERkOww3NmBYX4pLMBAREVkfw40NBHrLsxRz8UwiIiLrY7ixgSB2SxEREdkMw40NcK4bIiIi22G4sQEOKCYiIrIdhhsbCOaAYiIiIpthuLEBw4BiznNDRERkfQw3NsBuKSIiItthuLEBw91S+SUVKK3QK1wbIiIi58ZwYwN+nm5wqVxf6nphucK1ISIicm4MNzagVqsQ4OUGALjKQcVERERWxXBjI1w8k4iIyDYYbmwkiHdMERER2QTDjY0EVs51w/WliIiIrIvhxkaC2C1FRERkEww3NlI11w0HFBMREVkTw42NGFcGZ7cUERGRVTHc2AiXYCAiIrINhhsb4a3gREREtsFwYyOGlcG5vhQREZF1MdzYiKHlJq+4HOV6SeHaEBEROS+GGxvx93KHSl5eCteL2HpDRERkLQw3NuKiViHAi3dMERERWRvDjQ1xUDEREZH1MdzYUNVEfgw3RERE1sJwY0PGJRgKOEsxERGRtTDc2FCQD7uliIiIrI3hxoYMsxSzW4qIiMh6GG5siCuDExERWR/DjQ0FcvFMIiIiq2O4sSHjyuCFHFBMRERkLQw3NhTIAcVERERWx3BjQ4ZuqdzicugloXBtiIiInBPDjQ0FVi6/IATXlyIiIrIWhhsbcnVRw9/LDQC7poiIiKyF4cbGDF1TOZylmIiIyCoYbmyMc90QERFZF8ONjXFlcCIiIutiuLEx4xIMnMiPiIjIKhhubCyYc90QERFZFcONjbFbioiIyLoYbmwskEswEBERWRXDjY0FccwNERGRVTHc2Bi7pYiIiKyL4cbGgioHFF8vKoPE9aWIiIgsjuHGxgIq15eShLyAJhEREVkWw42NubuqofVwBQBc46BiIiIii2O4UUCQDwcVExERWQvDjQI4qJiIiMh6GG4UYFwZnOGGiIjI4hhuFGBcGZzdUkRERBbHcKOAqm4pDigmIiKyNIYbBVQtwcCWGyIiIktTPNwsWbIEUVFR8PDwQGxsLPbs2WO2fG5uLmbOnInWrVtDo9Ggc+fO+O6772xUW8sIrrxbigOKiYiILM9VyQ9fu3YtZs+ejWXLliE2NhaLFi1CQkICTpw4gZCQkBrly8rKcMcddyAkJATr169HmzZtkJaWBn9/f9tXvhl4txQREZH1KBpu3nnnHTz88MOYNm0aAGDZsmXYvHkzVq5cieeff75G+ZUrV+LatWvYtWsX3NzcAABRUVG2rLJFsFuKiIjIehTrliorK8O+ffsQHx9fVRm1GvHx8UhNTa11n2+//RZxcXGYOXMmQkND0bNnT7z22mvQ6/W2qrZFGNaXulbI9aWIiIgsTbGWm5ycHOj1eoSGhppsDw0NxfHjx2vd5+zZs/jxxx8xZcoUfPfddzh9+jQef/xxlJeXIykpqdZ9SktLUVpadVeSTqez3Ek0kaHlRi8J6ErK4V+53hQRERE1n+IDihtDkiSEhIRg+fLliImJwaRJk/Diiy9i2bJlde6TnJwMPz8/4yMiIsKGNa6dxtUFPho5V7JrioiIyLIUCzfBwcFwcXFBVlaWyfasrCyEhYXVuk/r1q3RuXNnuLi4GLd169YNmZmZKCurPSTMmTMHeXl5xkd6errlTqIZOKiYiIjIOhQLN+7u7oiJiUFKSopxmyRJSElJQVxcXK37DBw4EKdPn4YkScZtJ0+eROvWreHuXnvXjkajgVarNXnYA8O4Gy6eSUREZFmKdkvNnj0bH3/8MVavXo1jx45hxowZKCwsNN49NXXqVMyZM8dYfsaMGbh27RpmzZqFkydPYvPmzXjttdcwc+ZMpU6hyYLYckNERGQVit4KPmnSJFy5cgXz5s1DZmYmevfujS1bthgHGV+4cAFqdVX+ioiIwNatW/H000+jV69eaNOmDWbNmoXnnntOqVNoMi7BQEREZB0qIUSLuhdZp9PBz88PeXl5inZRvf79cSz76QweHBCF+WN7KFYPIiIiR9CYv98OdbeUM2G3FBERkXUw3CiEd0sRERFZB8ONQgJ9uAQDERGRNTDcKCTY27AyOAcUExERWRLDjUICq60v1cLGdBMREVkVw41CDAOKy/UCupIKhWtDRETkPBhuFOLh5gIvd3kZCQ4qJiIishyGGwVxIj8iIiLLY7hRkKFriutLERERWQ7DjYI41w0REZHlMdwoKMhHvh2cc90QERFZDsONgrgEAxERkeUx3Cgo0DjmhgOKiYiILIXhRkHGcMOWGyIiIotpUrhJT0/HxYsXja/37NmDp556CsuXL7dYxVqCIB92SxEREVlak8LN5MmTsWPHDgBAZmYm7rjjDuzZswcvvvgiXn75ZYtW0JkFGteXYrghIiKylCaFm8OHD6N///4AgK+//ho9e/bErl278MUXX2DVqlWWrJ9TC6rWLcX1pYiIiCyjSeGmvLwcGo3c6rB9+3aMHTsWANC1a1dcvnzZcrVzcoZuqbIKCYVleoVrQ0RE5ByaFG569OiBZcuW4ZdffsG2bdswcuRIAEBGRgaCgoIsWkFn5uXuCg83+RJc4yzFREREFtGkcPPGG2/go48+wtChQ3H//fcjOjoaAPDtt98au6uoYYIqx93kcH0pIiIii3Btyk5Dhw5FTk4OdDodAgICjNsfeeQReHl5WaxyLUGgtzsu5Raz5YaIiMhCmtRyU1xcjNLSUmOwSUtLw6JFi3DixAmEhIRYtILOjutLERERWVaTws24cePw2WefAQByc3MRGxuLt99+G+PHj8fSpUstWkFnF8SJ/IiIiCyqSeFm//79GDx4MABg/fr1CA0NRVpaGj777DO8//77Fq2gs6uayI9jboiIiCyhSeGmqKgIvr6+AIAffvgBEyZMgFqtxq233oq0tDSLVtDZGSbyY8sNERGRZTQp3HTs2BEbN25Eeno6tm7dihEjRgAAsrOzodVqLVpBZ8eVwYmIiCyrSeFm3rx5ePbZZxEVFYX+/fsjLi4OgNyK06dPH4tW0NlVrQzOcENERGQJTboV/N5778WgQYNw+fJl4xw3ADB8+HDcfffdFqtcSxDIxTOJiIgsqknhBgDCwsIQFhZmXB28bdu2nMCvCaruluKAYiIiIktoUreUJEl4+eWX4efnh8jISERGRsLf3x8LFy6EJEmWrqNTM3RLlZRLKCqrULg2REREjq9JLTcvvvgiVqxYgddffx0DBw4EAPz666+YP38+SkpK8Oqrr1q0ks7MR+MKd1c1yiokXC0og1dgkxvTiIiICE0MN6tXr8Ynn3xiXA0cAHr16oU2bdrg8ccfZ7hpBJVKhSBvd1zOK8G1wjJEBHL5CiIiouZoUrfUtWvX0LVr1xrbu3btimvXrjW7Ui0Nl2AgIiKynCaFm+joaCxevLjG9sWLF6NXr17NrlRLYwg3OQUcVExERNRcTeqWevPNNzF69Ghs377dOMdNamoq0tPT8d1331m0gi0BJ/IjIiKynCa13AwZMgQnT57E3XffjdzcXOTm5mLChAk4cuQI/vOf/1i6jk7PsAQDww0REVHzNfnWnPDw8BoDhw8dOoQVK1Zg+fLlza5YS2JYPJPrSxERETVfk1puyLLYLUVERGQ5DDd2wLi+FMMNERFRszHc2IEg4/pSvFuKiIiouRo15mbChAlm38/NzW1OXVosw4BirgxORETUfI0KN35+fvW+P3Xq1GZVqCUydEsVlelRUq6Hh5uLwjUiIiJyXI0KN59++qm16tGiaT1c4eaiQrle4GphGdr4eypdJSIiIofFMTd2QKVSIcCrctwNu6aIiIiaheHGTgT5VI674aBiIiKiZmG4sROc64aIiMgyGG7shHGuG3ZLERERNQvDjZ3gRH5ERESWwXBjJ6q6pTjmhoiIqDkYbuxEoA/H3BAREVkCw42dCGK3FBERkUUw3NgJw63gbLkhIiJqHoYbO2EYUMxJ/IiIiJqH4cZOGLql8ksrUFqhV7g2REREjovhxk5oPdzgolYBYNcUERFRczDc2Am1ump9KU7kR0RE1HR2EW6WLFmCqKgoeHh4IDY2Fnv27GnQfmvWrIFKpcL48eOtW0Eb4RIMREREzad4uFm7di1mz56NpKQk7N+/H9HR0UhISEB2drbZ/c6fP49nn30WgwcPtlFNrS+Q4YaIiKjZFA8377zzDh5++GFMmzYN3bt3x7Jly+Dl5YWVK1fWuY9er8eUKVOwYMECtG/f3oa1ta4gH851Q0RE1FyKhpuysjLs27cP8fHxxm1qtRrx8fFITU2tc7+XX34ZISEheOihh+r9jNLSUuh0OpOHveISDERERM2naLjJycmBXq9HaGioyfbQ0FBkZmbWus+vv/6KFStW4OOPP27QZyQnJ8PPz8/4iIiIaHa9rSXQW57IjwOKiYiImk7xbqnGyM/PxwMPPICPP/4YwcHBDdpnzpw5yMvLMz7S09OtXMumC2S3FBERUbO5KvnhwcHBcHFxQVZWlsn2rKwshIWF1Sh/5swZnD9/HmPGjDFukyQJAODq6ooTJ06gQ4cOJvtoNBpoNBor1N7yeLcUERFR8ynacuPu7o6YmBikpKQYt0mShJSUFMTFxdUo37VrV/z11184ePCg8TF27FgMGzYMBw8etOsup4bg3VJERETNp2jLDQDMnj0biYmJ6Nu3L/r3749FixahsLAQ06ZNAwBMnToVbdq0QXJyMjw8PNCzZ0+T/f39/QGgxnZHZFwZvIADiomIiJpK8XAzadIkXLlyBfPmzUNmZiZ69+6NLVu2GAcZX7hwAWq1Qw0NajLDyuC6kgqU6yW4ubSM8yYiIrIklRBCKF0JW9LpdPDz80NeXh60Wq3S1TEhSQIdX/wOkgD2vDAcIVoPpatERERkFxrz95tNA3ak+vpSObwdnIiIqEkYbuwMBxUTERE1D8ONnTGEm6ucpZiIiKhJGG7sjGF9KbbcEBERNQ3DjZ1htxQREVHzMNzYmSDD+lIMN0RERE3CcGNnjN1SvFuKiIioSRhu7AwHFBMRETUPw42dqQo3bLkhIiJqCoYbO2MYc8MBxURERE3DcGNnDC03uUXlqNBLCteGiIjI8TDc2JkALzeoVPLz60XlylaGiIjIATHc2BlXFzX8Pd0AsGuKiIioKRhu7JBxUHEB75giIiJqLIYbO8SJ/IiIiJqO4cYOcQkGIiKipmO4sUOBPpzrhoiIqKkYbuxQkLHlhmNuiIiIGovhxg4FsVuKiIioyRhu7FCgT+WAYi6eSURE1GgMN3YoiOtLERERNRnDjR3i3VJERERNx3BjhwwtN9eLyqCXhMK1ISIiciwMN3YooDLcCAHkFrH1hoiIqDEYbuyQm4saWg9XAOyaIiIiaiyGGzsV7MMlGIiIiJqC4cZOcVAxERFR0zDc2CmuDE5ERNQ0DDd2KojrSxERETUJw42dYrcUERFR0zDc2KlAbw4oJiIiagqGGztlXDyT60sRERE1CsONnTKMuWG3FBERUeMw3NipQC6eSURE1CQMN3YqqHLMzfWiMkhcX4qIiKjBGG7sVIC3GwBALwnkFZcrXBsiIiLHwXBjpzSuLvDVyOtLsWuKiIio4Rhu7FggBxUTERE1GsONHauayI9LMBARETUUw40dC+JEfkRERI3GcGPHOJEfERFR4zHc2LFALp5JRETUaAw3diyIE/kRERE1GsONHeOAYiIiosZjuLFjxiUYOOaGiIiowRhu7JjhbinOc0NERNRwDDd2zLAy+PWiMgjB9aWIiIgaguHGjhm6pcr1ArqSCoVrQ0RE5BgYbuyYh5sLvN1dAABXCziomIiIqCEYbuwc15ciIiJqHIYbOxfIJRiIiIgaheHGzhmXYGC4ISIiahCGG0u6chKw8F1NgQw3REREjcJwYym6DOCjwcCKEcC5Xyx2WMPt4JzIj4iIqGEYbizl0n4AKuDiHmD1XcBn44FL+5p92Kr1pXi3FBERUUMw3FhKt7uAWQeB/o8Aajfg7A7g49uBNVOA7GNNPmygM8xSXFEK/Pqu/JD0SteGiIicnF2EmyVLliAqKgoeHh6IjY3Fnj176iz78ccfY/DgwQgICEBAQADi4+PNlrcp3zDgzreAJ/cBvacAKjVw/H/Ah3HAN48A1842+pBBjr6+1OU/geVDge3z5cf6aXLYISIishLFw83atWsxe/ZsJCUlYf/+/YiOjkZCQgKys7NrLb9z507cf//92LFjB1JTUxEREYERI0bg0qVLNq65GQGRwPgPgcd3A93HARDAn2uBxf2A/z0tj89pIIcdUKyvAH5+C/h4GJB9FPAKAlzcgaObgC/+BpTmK11DIiJyUiqh8KJFsbGx6NevHxYvXgwAkCQJERERePLJJ/H888/Xu79er0dAQAAWL16MqVOn1ltep9PBz88PeXl50Gq1za5/g2QcAH58BTi9XX7t6gH0fxgY+DTgHWR21/RrRRj85g64u6hx4pWRUKlUNqhwM+WcAjY8BlzaK7/uehdw1yIg6zCw9u9AWQHQujfw9/8DvIOVrCkRETmIxvz9VrTlpqysDPv27UN8fLxxm1qtRnx8PFJTUxt0jKKiIpSXlyMwMLDW90tLS6HT6UweNhfeR/5D/uB3wE1xQEUJsOsD4L1oYEcyUFJ3nQx3S5XpJRSU2vn6UpIE7F4GLBssBxuNH3D3R8CkzwGfVkCHYUDif+VWnMsHgZUJQO4FpWtNRERORtFwk5OTA71ej9DQUJPtoaGhyMzMbNAxnnvuOYSHh5sEpOqSk5Ph5+dnfERERDS73k0WNRCY9j0w5f+AsF5AWT7w0+tyyPntfaC8uMYuXu6u8HST15ey666p3AvAf8YBW54DKoqB9kOBx3cB0fcB1Vub2twC/GMr4BcBXD0t3zrfjAHXREREN1J8zE1zvP7661izZg02bNgADw+PWsvMmTMHeXl5xkd6erqNa3kDlQroFA888hPwt9VAcGeg+BqwbS7wfh/gjxVAhWmIMYy7ybHHQcVCAAc+Bz4cAJz7GXD1BO78N/D3DYBf29r3Ce4EPPQD0KorkH8ZWDkSSLeTQeFEROTwFA03wcHBcHFxQVZWlsn2rKwshIWFmd333//+N15//XX88MMP6NWrV53lNBoNtFqtycMuqNVAj/HAjFRg3IeA303yH/rNs4El/YBDa4y3TQfZ6+KZBdnAmsnApplyK1Tb/sCM3+TxROp6frS04XIrVtv+QEkusHoscGqbTapNRETOTdFw4+7ujpiYGKSkpBi3SZKElJQUxMXF1bnfm2++iYULF2LLli3o27evLapqPS6uQJ8pwJN7gVFvAd4hwPXzwIZHgaUDgGP/RaCXGwDgmj1N5Hd0E/DhrcCJ7+R5fYYnAf/YAgR1aPgxvAKBqRuBjnfIXVlf3Qf8+bXVqkxERC2D4t1Ss2fPxscff4zVq1fj2LFjmDFjBgoLCzFt2jQAwNSpUzFnzhxj+TfeeANz587FypUrERUVhczMTGRmZqKgoECpU7AMVw0Q+4g8EWD8fMDDH7hyHFj7d7yc/SQGqf/C1QI7CDfF14H/exj4eipQdBUI7Qk8shMYPBtQuzT+eO7ewP1fATdPBKQK4JuHgd1LLV5tIiJqORS/FRwAFi9ejLfeeguZmZno3bs33n//fcTGxgIAhg4diqioKKxatQoAEBUVhbS0tBrHSEpKwvz58+v9LEVuBW+K4lwgdTGQ+iFQXggASPPpg8jhDwPtbgP8FRgYfXo7sOlJID9DnqBw0NPAkOcBV/fmH1uSgK0vAL9XBpvBzwK3v2Q6GJmIiFqsxvz9totwY0sOE24MCq7gzzXz0CX9a2hU1W4FD2wvh5x2Q4CowfKt1tZSWiAPeN67svKzO8i3eEf0s+znCAH88jbw40L5dcyDwOh3mtYiREREToXhxgyHCzcAvt6bjkXrf8TzIbsx1vckkLEfEJJpoZAeQPshcuCJHAB4+Fnmwy/slifku35Oft3/UbnbzN3LMsevzb5V8kzOQgK6jQEmfAK41X43HBERtQyN+fvtaqM6UTMEebsjA8FY7jYZYx8eDJTkAWm75Fuvz/0sz/ybfUR+7P4QULnIEwe2u01+3HQr4ObZuA8tLwF2vibPvwMBaNsC45fI89dYW8yDgGcg8H8PAcf+C3xxL3Dfl4CHY4RRIiJSFsONAzCuL2WY58bDD+gySn4AQMEV4PwvlWHnJ3mBzkt75cev78hrOkXEyl1Y7W6TJ9Jzcav7Ay8fAr55FLhSOble9GRg1OuWaw1qiO5jAc//A76aLJ/b6rvkyQ+t2f1GREROgd1SDuDC1SLc9tYOaFzVOL6wAetL5aZXteqc+0meP6c6dx+568owZie0pzwvjb4C+PVdedZkqQLwbgWMeQ/oOtp6J1efjIPA5/cARTnyOKMHNsoLkzoTIeTvt7nASUTUwnHMjRmOGG4KSivQM2krAODIggR4axrR4CaEvMzBuZ8qw84v8ozI1XkGyIOS8y7K43kAeazLXYvsY2HLq2eA/4yXl3jwCQMe+AYI7aF0rSxDdxlYPw3I/Eu+O6z/o/VPgEhE1AIx3JjhiOFGCIEuc7egrELCL/8ahojAZgzmlSR5jI6hVSdtl7xKt4HGD7jzLaDXRPu6DVt3Gfh8ApB9VO4em/y1PJbIkaXvkVdJL6g2Q3fkQGDcYrmVioiIjBhuzHDEcAMAA5JTkJFXgo0zB6J3hL/lDqwvBzIOAGd/kpdQ6P8o4NfGcse3pOLrwJf3Aem75TWsJq4GOicoXaum2bcK2PwsIJUDrbrJC4z+9KY8p5Gbl3xHWr8GLGNBRNRCNObvN//P6SACjetLWXiWYhc3IKI/MOSfwB0v22+wAeTuswc2AJ0SKpdruF9eg8uRVJQB/30K+O8sOdh0GwNM3wYMegp4PFUeB1VeBHz/L2D1GODaOaVrTETkcBhuHESgtwaAna4MbkvuXsB9XwC97gOEXl6DK3WJ0rVqmPwsObDs+xSASh5jM/E/gMZXfj8gEnhgk7yqups3kPYrsHQgsOdjuTuRiIgahOHGQQR52+nK4EpwcQPGLwXinpBfb30B2D5fHjxtry7uA5YPlbvUNFpg8lrgtn/WHNekVsurqs/4TR7kXV4IfPcs8NlYeUFVIiKqF8ONgzDMdZORW6xwTeyEWg2MeEUemwLIt7Cv/bt8Z5W9OfA58OlIeU2u4M7Awz/WP1YosB0w9Vt5pXg3L3munw8HsBWHiKgBGG4cRNcwuevi891p+Gb/RYVrYydUKnnxzrEfyLMyH/8fsKQ/8N0/5YkNlaYvl+uyaSagLwO6jAampwDBnRq2v1otrxQ/4zf5LipDK85/xgHXay4eS0REMoYbBzHhlraY1DcCkgCeWXcIa/+4oHSV7MctU4HHfgE6jZAnw9uzHHi/t3z3UVmhMnUquAJ8Nk6uCwAMnQNM+rxpS0gEtgcS/weMfEO+S+zcz8DSAcAfK+y7K46ISCG8FdyBSJJA0rdH8J/d8r/aF47rgQfiopStlL0594u8gnnGAfm1Tygw9Hmgz1TAxUarjWQcANb8HdBdBNx9gQkfWW6W56tngE1PABd2ya/bDZHnxfG/yTLHJyKyU5znxgxHDjeAPKHfK5uPYcWv8i3CL43uhumDOeGbCUkCjm4AUl6uGoQb3BkYniSHDGtOTnhojXybd0UJENRRXvCzVRfLfoYkAXs+ArYvkG+Jd/cBRiwEYqbZ18SLREQWxHBjhqOHG0AOOG9tPYEPd8qDZ/+Z0AUzh3VUuFZ2qKIM2LsS+PlNoOiqvC3iVnk+n5tiLftZ+gq5xWj3h/LrTgnAPR9bd7HRq2eAjY/Ld2ABQPth8vgj/wjrfSYRkUIYbsxwhnADyAHnvZRTWLT9FADg/w3vhKfjO9W/qGZLVKIDfntPng+novJus653yXdaNXRwrzmFV4H1D8pjYQD5Fu+hL9hmdmFJD/y+TG6lqiiRu8ESXgFuSWQrDhE5FYYbM5wl3Bh8uPM03txyAgDw2JAOeG5kFwacuugygJ3J8q3ZQpLvsIpJBIY8D/iGNu2Yl/8E1kwB8i7IE+/dvQzoPtay9W6InNPApseB9N/l1x2GA2PfB/za2r4uRERWwHBjhrOFGwBY8es5LPzfUQDAtIFRmHdXdwYcc7KPy5P+nfxefu3mDQx4AhjwZNVswQ3x13p5cG9FMRDQTh5fE9rdKlVuEEkvd4v9+IrciqPRAgmvAn0eYCsOETk8hhsznDHcAMB/dqdh7sbDAIApsTdh4bieUKv5B82stF3AD3OBS3vl196tgCHPATEPyrMg10XSy+Fo1/vy6w7DgXtXyGtf2YOcU8DGGcDFP+TXHeOBu97lHVVE5NAYbsxw1nADAF//kY7nvvkTQgAT+7ZF8oRecGHAMU8I4OgmIGUBcO2svC2wAzB8HtB9XM0Wj6JrwPp/AGd3yK8HPQ3cPhdQu9i23vWR9PIYox9fAfSlgEoNRA0CetwNdBsHeAcpXUMiokZhuDHDmcMNAGw8cAmzvz4ISQDje4fj33+LhqsL52qsl74c2LcK2Pk6UJQjb2vbT76zKnKA/DrrCLBmsnx7uZsXMG4J0HOCUjVumCsngM3PyMs3GKhcgPZDgB4TgG532U+LExGRGQw3Zjh7uAGAzX9exqw1B1AhCdx5cxjeu68P3BhwGqY0H9j1gfwoL5K3dR4FdBwObJsnb/O/SR5fE3azsnVtjOvngSMbgMPfAJl/Vm1XuwEdhslBp+ud1r11nYioGRhuzGgJ4QYAth3Nwswv9qNMLyG+WyiWTOkDjauddZ3Ys/xMuRVn/2eA0Fdtbz8UuPdTwCtQsao129UzwJFvgMMbgOwjVdtd3IGOd8itUZ1HAhof5epIRHQDhhszWkq4AYCdJ7Lx6H/2obRCwpDOrfDRAzHwcGPAaZQrJ+XxOCe3ALGPAfELbLeMgy1cOSG35hz5Bsg5WbXd1UNeq6vnBHlCQncv5epIRASGG7NaUrgBgN9O5+Ch1X+gpFzCgA5B+CSxL7zcneiPs63oy83fQeXohACyj1YFHcPgakC+Vb7LSHkwcsc7ADcP5epJRC0Ww40ZLS3cAMDvZ6/iH6v+QGGZHv2iArDywX7w9XDiP9TUPEIAlw/JIefIBiC32gr07r7y2JweE4AOtwOu7srVk4haFIYbM1piuAGA/ReuI3HlHuSXVKB3hD9W/6M//DwZcKgeQgCX9lcFHd2lqvc8/ORlLHpMACLjAHdv5epJRE6P4caMlhpuAOCvi3n4+4rfkVdcjp5ttPjPP2IR4M1/eVMDSRJwcY8cco5sBAoyq72pAgKigNAeQEh3eabm0J5AYHv7mwOouuLrQHkx4BNq3/UkIoYbc1pyuAGAoxk6PLDid1wtLEPXMF98Pj0WwT4apatFjkbSAxdS5TE6xzffEHSqcfUAWnUBQnrIgSekuxyAfEJtsySEvhzIS5dvha/tUZInl1O7yetw+UfIt/r7RwJ+huc3Ab6tnWsgObVMQgAluXJXs74C8A6WHw7S6spwY0ZLDzcAcCorH5M/+R1X8kvRMcQHX06PRYiWg0SpGQquyLeVZx2t+nrleNVcQTfyDDRt5QnpAYR0a/zt50LIrS/GwHLONLzkXZQXSTVH5WJ6u39dZfza1Aw9hjCkbePcA87JcZTmA9fT5ACTW/m1+utSXc193LzkkOMVLC9DYwg93q2qbQuqeq3QTQUMN2Yw3MjO5RRi8se7cTmvBFFBXvjy4VsR7u+pdLXImUiSHDayj5qGnmtn6g4c/pE1Q4//TUD+5TpaX9KA0jzz9XD1kLvManv4R8rz++Rfllt4ci/UfORdBKRy85+hUgO+4aaBx/8mOQh5+Mnvq13kryqXaq9VN7w29171fe1sUk5JAsoK5EdpAVCWL/+RLTVsy6/2XrUyale5Vcw3rOZXe25NqCiVW/1c3ABXT8BVY7vFacsKgdz0asHlfLWf1zQ57NfHu5X8c1+YIy/P0ljuvqYBqLZg5BsOhHRt/LHNYLgxg+GmSvq1Itz/8W5cvF6MtgGe+OrhWxERyPlMyMrKi+X5dbKPyktaGMJPXV1bDeETJoeVwHY1A0xzu8AkPVCQVUfwSZf/0DTlD0RzGcKOi5vcrebiKv/BssRztZv8WqWqCiMmASXfNKiUF1r+/DTayrBTS/AxfPUJa34rQnkJUHwNKLpa+bhW9bX4Wu3bygpuOIgKcPOUg7SbZ+VzT7lu1Z+7elZ730NuMXHzuOF5ZVlJAvIu1GyFKbxS/zl5BsrhOiCyqpvVP7IqdBvmrRJCPpfCK0DhVflrUU7l65zKh2Fb5aO+oG8Q1gt47Jf6yzUCw40ZDDemLuUWY8rHu3H+ahHCtB6YMbQDxvUOh78XBxqTjRVdqxZ2Kr9mH5P/5+vqaab15SZlJxmUJKAw2/Rf09VbgcqK5G4vIclBSUjya0mqel79PTjw/5JVLnLXokYLuPvIz41ffWu+lsrl2cDzM+XWM8PzsvyGf6aHfx3hJxSQKiqDSbXwYhJYrlknmFmbRiuHFZPwUhlm/CIADyv9bRNCbrEqzKkZgoyvK4NSSDfg3hUW/XiGGzMYbmrK0pVg8se7ceaK/Evu7qLGHd1DcW9MWwzuFMyFN0k5kiQPgPQMsF2zv9KEqBmETF5L1V7r5UHTUkXl13L5a0OeSxWAvqzatsrXhudSufw57t61B5PaXrt6WOY6leYD+VnVAk9tXy8DFSXN/yxADmVegYBXkPzwDKh6brI9sOq1Rit//8uL5XqUF8mtQBXF8jbj9uIGlDFsr/YcqOzirNbiYggzLXSxW4YbMxhuapdfUo71+y5i3d6LOHq5asBZqFaDu/u0xd/6tkWHVlxriIjshKEVoc7wkyl32RnCiGdgLYElUN7u4ddywrMDY7gxg+Gmfkcy8rBu70VsOngJ14uq+ldvuckff+sbgdG9WkPLGY6JiMiGGG7MYLhpuLIKCT8ez8K6vRex8+QV6CX5R8XDTY2RPcLwt74RiGsfBLVauX/xFJRW4GiGDiez8tE1zBcxkQFQ8V9gREROh+HGDIabpsnWlWDDgUtYt+8iTmdX3SnQxt8T99zSBvfGROCmIOsO6rxeWIYjGToczsjDkQwdjlzKw9kc08GA3VtrkTggEmOj28DTnTPOEhE5C4YbMxhumkcIgUMX87Bubzq+PZSB/JIK43ux7QLxt74RGNUzDN6a5s3mmp1fgiOXdDh8KQ+HM/Jw+JIOl3KLay0b7ueB9q18sDftGkrK5flT/L3cMKlvBP5+ayRvbycicgIMN2Yw3FhOSbkePxzNwrq96fj1dA4MP0ne7i648+bW+FvfCPSLMt9NJITApdxiY0vM4Qw50GTn1z5vSGSQF3qG+6FHG638NVyLoMrlI3KLyvD13nR8lpqGi9flIKRSAcO7hiJxQCQGdQxmlxURkYNiuDGD4cY6MnKL8c3+i1i/7yLOX62acj8qyAv3xrTFhFvaIkzrgbRrRcbWmCOX5C6m3KKak0KpVUCHVj7oEa5FzzZ+6BHuh+7h2gatZK6XBHYcz8bq1PP45VSOcXuHVt6YGheFe2LawqeZLUtERGRbDDdmMNxYlxACe9OuY93edGz+8zIKy+Q1e1QqwMvNxfi6Ole1Cp1DfdGzTVWQ6dbaF17uzQ8gp7ML8J/U81i/76Lxs300rrg3pi0eiIvk7e1ERA6C4cYMhhvbKSytwPeHM7Fubzp+P3cNAKBxVaNray16VrbI9Az3Q+cwH2hcrTv4N7+kHN/sv4TVqedx9krVIOTBnYKRGBeFYV1D4KLgXV9ERGQew40ZDDfKuJRbjMLSCrQP9lZ0xmMhBH49nYPVu9KQcjzLOE4oItATD9waiYl9I7j0BBGRHWK4MYPhhgzSrxXh891pWPNHOvKK5XE/Hm5qjO/dBokDotCtNX8+iIjsBcONGQw3dKPiMj02HbyEVbvO43hm1YJ9/aMCkTggCiN6hMKN62sRESmK4cYMhhuqixACf5y/jtWp57HlcKZxRuYwrQcmx96EgR2D0K211iIDnYmIqHEYbsxguKGGyMwrwZe/p+HLPReQU1Bm3K5SAe2DvSvv6jLMteMHPy+utUVEZE0MN2Yw3FBjlFbo8f1fmdh08BIOZ+hwpY7JBdsGeFaFncoJBkO0HjauLRGR82K4MYPhhpojW1ciz6ZcuSTEkct5SL9W+7IQwT6aykkItegRLt/2HhHoyVmSiYiagOHGDIYbsrS8onIcuSzPuHykclHPM1cKINXym+Xr4Yoe4ZVhpzL0KH17PBGRI2C4MYPhhmyhuEyPY5nyelmGlcxPZhagTC/VKOvhpkaXMC26t/ZF1zAtuobJXzmOh4ioCsONGQw3pJSyCgmnsvONi4QeydDh6GUdimpZkgKQVzvv2roy7LTWoluYL9qxlYeIWiiGGzMYbsie6CWB81cLcTRDh+OZOhy/nI/jmfm4lFv7OB53VzU6hfiga5gW3Vr7oltl+DGsjE5E5KwYbsxguCFHkFdcjhOZ+TieqcOxy/LXE5n5dbbytPLVoGtYVdjpGqZFhxBvq6/ZRURkKw4XbpYsWYK33noLmZmZiI6OxgcffID+/fvXWX7dunWYO3cuzp8/j06dOuGNN97AnXfe2aDPYrghRyVJAunXi4xh5/jlfJzIysf5q4Wo7bfYVa1Ch1Y+6NraFxEBXtB6usLP0w1aDzdojV9dofVwg6+HK7u7iMiuOVS4Wbt2LaZOnYply5YhNjYWixYtwrp163DixAmEhITUKL9r1y7cdtttSE5Oxl133YUvv/wSb7zxBvbv34+ePXvW+3kMN+RsCksrcDJL7s46flmHY5VfdSUVjTqOj8YVWg/XGsFH62kIQ6bvGYOShxs0bmq4qlVwUat4qzsRWYVDhZvY2Fj069cPixcvBgBIkoSIiAg8+eSTeP7552uUnzRpEgoLC/G///3PuO3WW29F7969sWzZsno/j+GGWgIhBC7nlRi7tbJ1JdCVVEBXXA5dSTl0xRXQlZQjr7i8zq6upnJzUcFVrYabiwpuLmq4Vnvt6iKHIMN2N7Uabq7V3ldXbq8s5+oib1dXBiaVClCrVFBVew4VoIIKapW8zfAcqsptUFWWhTF4qVWqyrJV+xiOX52hvMr4utp7N5ZRmW5HtX1VtdSx8r+qulSrq6raOVbfD8Zzqfa+SZ1urITJ0xrnU/Ocan4fTL4lN35/qm2oc59qn3tjueplVbV8UF3HbMp5NERd5VU1zsh8+cYev87yDfj+1vZ9M1++5veurvrdeN711b/6++6uaoT4WnYi08b8/VZ0kZyysjLs27cPc+bMMW5Tq9WIj49HampqrfukpqZi9uzZJtsSEhKwcePGWsuXlpaitLRqVlmdTtf8ihPZOZVKhXB/T4T7e+L2rqFmy5brJeTfEHzyjM9rhiF5W1X5knLphuMJlOv1qFxonYhaoFtu8sc3jw9U7PMVDTc5OTnQ6/UIDTX9n29oaCiOHz9e6z6ZmZm1ls/MzKy1fHJyMhYsWGCZChM5ITcXNQK93RHo7d6k/csqJJTpJVToDV8FKvQC5ZL8vFwvoUISqNBLKNcLVFRuN5aVKrfrJZRXlqu+f4VeggAgCQEhYHwOw3NJQAAQonI75JYrSQAClV8FAAhIkrxNLis/R2XbtaEJ29CYXfXa9P3aylQdQ5juI6o+z1BHIQz1NdSx6njGc6xWd4jqda461+r7Vf/M6vWosd2kTM3zuVFdx2zMsUSdL2p+z0231f7Z1b+3tdf5hmtT4/06ttexR93lG6fxfSSmP0s3fmZt52l6rWv5PtTys3xj+VqK31CutprW3OjuquwYPqdf3njOnDkmLT06nQ4REREK1ojIubi7qhX/HxkRUXWKhpvg4GC4uLggKyvLZHtWVhbCwsJq3ScsLKxR5TUaDTQazgFCRETUUij6zy13d3fExMQgJSXFuE2SJKSkpCAuLq7WfeLi4kzKA8C2bdvqLE9EREQti+LdUrNnz0ZiYiL69u2L/v37Y9GiRSgsLMS0adMAAFOnTkWbNm2QnJwMAJg1axaGDBmCt99+G6NHj8aaNWuwd+9eLF++XMnTICIiIjuheLiZNGkSrly5gnnz5iEzMxO9e/fGli1bjIOGL1y4ALW6qoFpwIAB+PLLL/HSSy/hhRdeQKdOnbBx48YGzXFDREREzk/xeW5sjfPcEBEROZ7G/P3mLQ5ERETkVBhuiIiIyKkw3BAREZFTYbghIiIip8JwQ0RERE6F4YaIiIicCsMNERERORWGGyIiInIqDDdERETkVBRffsHWDBMy63Q6hWtCREREDWX4u92QhRVaXLjJz88HAERERChcEyIiImqs/Px8+Pn5mS3T4taWkiQJGRkZ8PX1hUqlsuixdTodIiIikJ6e7vTrVvFcnVdLOl+eq/NqSefbUs5VCIH8/HyEh4ebLKhdmxbXcqNWq9G2bVurfoZWq3XqH7DqeK7OqyWdL8/VebWk820J51pfi40BBxQTERGRU2G4ISIiIqfCcGNBGo0GSUlJ0Gg0SlfF6niuzqslnS/P1Xm1pPNtSefaUC1uQDERERE5N7bcEBERkVNhuCEiIiKnwnBDREREToXhhoiIiJwKw00jLVmyBFFRUfDw8EBsbCz27Nljtvy6devQtWtXeHh44Oabb8Z3331no5o2XXJyMvr16wdfX1+EhIRg/PjxOHHihNl9Vq1aBZVKZfLw8PCwUY2bZ/78+TXq3rVrV7P7OOJ1BYCoqKga56pSqTBz5sxayzvSdf35558xZswYhIeHQ6VSYePGjSbvCyEwb948tG7dGp6enoiPj8epU6fqPW5jf+dtxdz5lpeX47nnnsPNN98Mb29vhIeHY+rUqcjIyDB7zKb8LthCfdf2wQcfrFHvkSNH1ntce7y29Z1rbb+/KpUKb731Vp3HtNfrak0MN42wdu1azJ49G0lJSdi/fz+io6ORkJCA7OzsWsvv2rUL999/Px566CEcOHAA48ePx/jx43H48GEb17xxfvrpJ8ycORO7d+/Gtm3bUF5ejhEjRqCwsNDsflqtFpcvXzY+0tLSbFTj5uvRo4dJ3X/99dc6yzrqdQWAP/74w+Q8t23bBgD429/+Vuc+jnJdCwsLER0djSVLltT6/ptvvon3338fy5Ytw++//w5vb28kJCSgpKSkzmM29nfelsydb1FREfbv34+5c+di//79+Oabb3DixAmMHTu23uM25nfBVuq7tgAwcuRIk3p/9dVXZo9pr9e2vnOtfo6XL1/GypUroVKpcM8995g9rj1eV6sS1GD9+/cXM2fONL7W6/UiPDxcJCcn11p+4sSJYvTo0SbbYmNjxaOPPmrVelpadna2ACB++umnOst8+umnws/Pz3aVsqCkpCQRHR3d4PLOcl2FEGLWrFmiQ4cOQpKkWt931OsKQGzYsMH4WpIkERYWJt566y3jttzcXKHRaMRXX31V53Ea+zuvlBvPtzZ79uwRAERaWlqdZRr7u6CE2s41MTFRjBs3rlHHcYRr25DrOm7cOHH77bebLeMI19XS2HLTQGVlZdi3bx/i4+ON29RqNeLj45GamlrrPqmpqSblASAhIaHO8vYqLy8PABAYGGi2XEFBASIjIxEREYFx48bhyJEjtqieRZw6dQrh4eFo3749pkyZggsXLtRZ1lmua1lZGT7//HP84x//MLuIrCNfV4Nz584hMzPT5Lr5+fkhNja2zuvWlN95e5aXlweVSgV/f3+z5Rrzu2BPdu7ciZCQEHTp0gUzZszA1atX6yzrLNc2KysLmzdvxkMPPVRvWUe9rk3FcNNAOTk50Ov1CA0NNdkeGhqKzMzMWvfJzMxsVHl7JEkSnnrqKQwcOBA9e/ass1yXLl2wcuVKbNq0CZ9//jkkScKAAQNw8eJFG9a2aWJjY7Fq1Sps2bIFS5cuxblz5zB48GDk5+fXWt4ZrisAbNy4Ebm5uXjwwQfrLOPI17U6w7VpzHVryu+8vSopKcFzzz2H+++/3+zCio39XbAXI0eOxGeffYaUlBS88cYb+OmnnzBq1Cjo9fpayzvLtV29ejV8fX0xYcIEs+Uc9bo2R4tbFZwaZ+bMmTh8+HC9/bNxcXGIi4szvh4wYAC6deuGjz76CAsXLrR2NZtl1KhRxue9evVCbGwsIiMj8fXXXzfoX0SOasWKFRg1ahTCw8PrLOPI15Vk5eXlmDhxIoQQWLp0qdmyjvq7cN999xmf33zzzejVqxc6dOiAnTt3Yvjw4QrWzLpWrlyJKVOm1DvI31Gva3Ow5aaBgoOD4eLigqysLJPtWVlZCAsLq3WfsLCwRpW3N0888QT+97//YceOHWjbtm2j9nVzc0OfPn1w+vRpK9XOevz9/dG5c+c66+7o1xUA0tLSsH37dkyfPr1R+znqdTVcm8Zct6b8ztsbQ7BJS0vDtm3bzLba1Ka+3wV71b59ewQHB9dZb2e4tr/88gtOnDjR6N9hwHGva2Mw3DSQu7s7YmJikJKSYtwmSRJSUlJM/mVbXVxcnEl5ANi2bVud5e2FEAJPPPEENmzYgB9//BHt2rVr9DH0ej3++usvtG7d2go1tK6CggKcOXOmzro76nWt7tNPP0VISAhGjx7dqP0c9bq2a9cOYWFhJtdNp9Ph999/r/O6NeV33p4Ygs2pU6ewfft2BAUFNfoY9f0u2KuLFy/i6tWrddbb0a8tILe8xsTEIDo6utH7Oup1bRSlRzQ7kjVr1giNRiNWrVoljh49Kh555BHh7+8vMjMzhRBCPPDAA+L55583lv/tt9+Eq6ur+Pe//y2OHTsmkpKShJubm/jrr7+UOoUGmTFjhvDz8xM7d+4Uly9fNj6KioqMZW481wULFoitW7eKM2fOiH379on77rtPeHh4iCNHjihxCo3yzDPPiJ07d4pz586J3377TcTHx4vg4GCRnZ0thHCe62qg1+vFTTfdJJ577rka7znydc3PzxcHDhwQBw4cEADEO++8Iw4cOGC8O+j1118X/v7+YtOmTeLPP/8U48aNE+3atRPFxcXGY9x+++3igw8+ML6u73deSebOt6ysTIwdO1a0bdtWHDx40OT3uLS01HiMG8+3vt8FpZg71/z8fPHss8+K1NRUce7cObF9+3Zxyy23iE6dOomSkhLjMRzl2tb3cyyEEHl5ecLLy0ssXbq01mM4ynW1JoabRvrggw/ETTfdJNzd3UX//v3F7t27je8NGTJEJCYmmpT/+uuvRefOnYW7u7vo0aOH2Lx5s41r3HgAan18+umnxjI3nutTTz1l/L6EhoaKO++8U+zfv9/2lW+CSZMmidatWwt3d3fRpk0bMWnSJHH69Gnj+85yXQ22bt0qAIgTJ07UeM+Rr+uOHTtq/bk1nI8kSWLu3LkiNDRUaDQaMXz48Brfg8jISJGUlGSyzdzvvJLMne+5c+fq/D3esWOH8Rg3nm99vwtKMXeuRUVFYsSIEaJVq1bCzc1NREZGiocffrhGSHGUa1vfz7EQQnz00UfC09NT5Obm1noMR7mu1qQSQgirNg0RERER2RDH3BAREZFTYbghIiIip8JwQ0RERE6F4YaIiIicCsMNERERORWGGyIiInIqDDdERETkVBhuiKjFU6lU2Lhxo9LVICILYbghIkU9+OCDUKlUNR4jR45UumpE5KBcla4AEdHIkSPx6aefmmzTaDQK1YaIHB1bbohIcRqNBmFhYSaPgIAAAHKX0dKlSzFq1Ch4enqiffv2WL9+vcn+f/31F26//XZ4enoiKCgIjzzyCAoKCkzKrFy5Ej169IBGo0Hr1q3xxBNPmLyfk5ODu+++G15eXujUqRO+/fZb6540EVkNww0R2b25c+finnvuwaFDhzBlyhTcd999OHbsGACgsLAQCQkJCAgIwB9//IF169Zh+/btJuFl6dKlmDlzJh555BH89ddf+Pbbb9GxY0eTz1iwYAEmTpyIP//8E3feeSemTJmCa9eu2fQ8ichClF65k4hatsTEROHi4iK8vb1NHq+++qoQQl6l/rHHHjPZJzY2VsyYMUMIIcTy5ctFQECAKCgoML6/efNmoVarjStDh4eHixdffLHOOgAQL730kvF1QUGBACC+//57i50nEdkOx9wQkeKGDRuGpUuXmmwLDAw0Po+LizN5Ly4uDgcPHgQAHDt2DNHR0fD29ja+P3DgQEiShBMnTkClUiEjIwPDhw83W4devXoZn3t7e0Or1SI7O7upp0RECmK4ISLFeXt71+gmshRPT88GlXNzczN5rVKpIEmSNapERFbGMTdEZPd2795d43W3bt0AAN26dcOhQ4dQWFhofP+3336DWq1Gly5d4Ovri6ioKKSkpNi0zkSkHLbcEJHiSktLkZmZabLN1dUVwcHBAIB169ahb9++GDRoEL744gvs2bMHK1asAABMmTIFSUlJSExMxPz583HlyhU8+eSTeOCBBxAaGgoAmD9/Ph577DGEhIRg1KhRyM/Px2+//YYnn3zStidKRDbBcENEituyZQtat25tsq1Lly44fvw4APlOpjVr1uDxxx9H69at8dVXX6F79+4AAC8vL2zduhWzZs1Cv3794OXlhXvuuQfvvPOO8ViJiYkoKSnBu+++i2effRbBwcG49957bXeCRGRTKiGEULoSRER1UalU2LBhA8aPH690VYjIQXDMDRERETkVhhsiIiJyKhxzQ0R2jT3nRNRYbLkhIiIip8JwQ0RERE6F4YaIiIicCsMNERERORWGGyIiInIqDDdERETkVBhuiIiIyKkw3BAREZFTYbghIiIip/L/AfQ/IkvBl+LDAAAAAElFTkSuQmCC","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":36,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:41.395759Z","iopub.status.busy":"2024-06-02T19:33:41.395461Z","iopub.status.idle":"2024-06-02T19:33:41.599187Z","shell.execute_reply":"2024-06-02T19:33:41.598230Z","shell.execute_reply.started":"2024-06-02T19:33:41.395733Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### Inception"]},{"cell_type":"code","execution_count":37,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:41.601573Z","iopub.status.busy":"2024-06-02T19:33:41.601309Z","iopub.status.idle":"2024-06-02T19:33:44.582677Z","shell.execute_reply":"2024-06-02T19:33:44.581804Z","shell.execute_reply.started":"2024-06-02T19:33:41.601551Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n","\u001b[1m87910968/87910968\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_23\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_23\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_5       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_4 (Conv2D)   โ”‚ (None, 111, 111,  โ”‚        864 โ”‚ input_layer_5[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 111, 111,  โ”‚         96 โ”‚ conv2d_4[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation          โ”‚ (None, 111, 111,  โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_5 (Conv2D)   โ”‚ (None, 109, 109,  โ”‚      9,216 โ”‚ activation[0][0]  โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 109, 109,  โ”‚         96 โ”‚ conv2d_5[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_1        โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_6 (Conv2D)   โ”‚ (None, 109, 109,  โ”‚     18,432 โ”‚ activation_1[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 109, 109,  โ”‚        192 โ”‚ conv2d_6[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_2        โ”‚ (None, 109, 109,  โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d       โ”‚ (None, 54, 54,    โ”‚          0 โ”‚ activation_2[0][โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_7 (Conv2D)   โ”‚ (None, 54, 54,    โ”‚      5,120 โ”‚ max_pooling2d[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 54, 54,    โ”‚        240 โ”‚ conv2d_7[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_3        โ”‚ (None, 54, 54,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_8 (Conv2D)   โ”‚ (None, 52, 52,    โ”‚    138,240 โ”‚ activation_3[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 52, 52,    โ”‚        576 โ”‚ conv2d_8[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_4        โ”‚ (None, 52, 52,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_1     โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_4[0][โ€ฆ โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_12 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     12,288 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_12[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_8        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_10 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚      9,216 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_13 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_8[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        144 โ”‚ conv2d_10[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_13[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_6        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_9        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d   โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_9 (Conv2D)   โ”‚ (None, 25, 25,    โ”‚     12,288 โ”‚ max_pooling2d_1[โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_11 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     76,800 โ”‚ activation_6[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_14 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     82,944 โ”‚ activation_9[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_15 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚      6,144 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_9[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_11[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_14[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚         96 โ”‚ conv2d_15[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_5        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_7        โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_10       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_11       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed0              โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_5[0][โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 256)              โ”‚            โ”‚ activation_7[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_10[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_11[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_19 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     16,384 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_19[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_15       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_17 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     12,288 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_20 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_15[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        144 โ”‚ conv2d_17[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_20[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_13       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_16       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_1 โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 256)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_16 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     16,384 โ”‚ mixed0[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_18 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     76,800 โ”‚ activation_13[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_21 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     82,944 โ”‚ activation_16[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_22 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     16,384 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_16[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_18[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_21[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_22[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_12       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_14       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_17       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_18       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed1              โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_12[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ activation_14[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_17[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_18[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_26 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_26[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_22       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_24 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     13,824 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_27 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_22[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        144 โ”‚ conv2d_24[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_27[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_20       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_23       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_2 โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_23 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ mixed1[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_25 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     76,800 โ”‚ activation_20[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_28 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     82,944 โ”‚ activation_23[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_29 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_23[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_25[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_28[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_29[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_19       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_21       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_24       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_25       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed2              โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ activation_19[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 288)              โ”‚            โ”‚ activation_21[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_24[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_25[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_31 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     18,432 โ”‚ mixed2[0][0]      โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        192 โ”‚ conv2d_31[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_27       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_32 (Conv2D)  โ”‚ (None, 25, 25,    โ”‚     55,296 โ”‚ activation_27[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 25, 25,    โ”‚        288 โ”‚ conv2d_32[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_28       โ”‚ (None, 25, 25,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_30 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    995,328 โ”‚ mixed2[0][0]      โ”‚\n","โ”‚                     โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_33 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚     82,944 โ”‚ activation_28[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚      1,152 โ”‚ conv2d_30[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        288 โ”‚ conv2d_33[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_26       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 384)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_29       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 96)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_2     โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed2[0][0]      โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed3              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_26[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_29[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ max_pooling2d_2[โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_38 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚     98,304 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_38[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_34       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_39 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_34[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_39[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_35       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_35 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚     98,304 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_40 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_35[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_35[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_40[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_31       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_36       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_36 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_31[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_41 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    114,688 โ”‚ activation_36[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_36[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        384 โ”‚ conv2d_41[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_32       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_37       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 128)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_3 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_34 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed3[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_37 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    172,032 โ”‚ activation_32[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_42 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    172,032 โ”‚ activation_37[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_43 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_34[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_37[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_42[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_43[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_30       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_33       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_38       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_39       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed4              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_30[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_33[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_38[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_39[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_48 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_48[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_44       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_49 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_44[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_49[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_45       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_45 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_50 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_45[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_45[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_50[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_41       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_46       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_46 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_41[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_51 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_46[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_46[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_51[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_42       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_47       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_4 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_44 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed4[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_47 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_42[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_52 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_47[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_53 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_44[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_47[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_52[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_53[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_40       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_43       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_48       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_49       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed5              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_40[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_43[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_48[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_49[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_58 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_58[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_54       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_59 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_54[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_59[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_55       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_55 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    122,880 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_60 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_55[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_55[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_60[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_51       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_56       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_56 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_51[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_61 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    179,200 โ”‚ activation_56[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_56[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        480 โ”‚ conv2d_61[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_52       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_57       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_5 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_54 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed5[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_57 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_52[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_62 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    215,040 โ”‚ activation_57[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_63 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_54[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_57[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_62[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_63[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_50       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_53       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_58       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_59       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed6              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_50[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_53[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_58[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_59[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_68 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_68[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_64       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_69 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_64[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_69[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_65       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_65 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_70 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_65[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_65[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_70[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_61       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_66       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_66 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_61[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_71 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_66[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_66[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_71[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_62       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_67       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_6 โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 768)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_64 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed6[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_67 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_62[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_72 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_67[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_73 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_64[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_67[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_72[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_73[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_60       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_63       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_68       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_69       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed7              โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ activation_60[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 768)              โ”‚            โ”‚ activation_63[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_68[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_69[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_76 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed7[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_76[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_72       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_77 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_72[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_77[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_73       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_74 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    147,456 โ”‚ mixed7[0][0]      โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_78 (Conv2D)  โ”‚ (None, 12, 12,    โ”‚    258,048 โ”‚ activation_73[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_74[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 12, 12,    โ”‚        576 โ”‚ conv2d_78[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_70       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_74       โ”‚ (None, 12, 12,    โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_75 (Conv2D)  โ”‚ (None, 5, 5, 320) โ”‚    552,960 โ”‚ activation_70[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_79 (Conv2D)  โ”‚ (None, 5, 5, 192) โ”‚    331,776 โ”‚ activation_74[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 320) โ”‚        960 โ”‚ conv2d_75[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 192) โ”‚        576 โ”‚ conv2d_79[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_71       โ”‚ (None, 5, 5, 320) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_75       โ”‚ (None, 5, 5, 192) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_3     โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ mixed7[0][0]      โ”‚\n","โ”‚ (MaxPooling2D)      โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed8              โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ activation_71[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 1280)             โ”‚            โ”‚ activation_75[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ max_pooling2d_3[โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_84 (Conv2D)  โ”‚ (None, 5, 5, 448) โ”‚    573,440 โ”‚ mixed8[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 448) โ”‚      1,344 โ”‚ conv2d_84[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_80       โ”‚ (None, 5, 5, 448) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_81 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    491,520 โ”‚ mixed8[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_85 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚  1,548,288 โ”‚ activation_80[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_81[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_85[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_77       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_81       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_82 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_77[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_83 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_77[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_86 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_81[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_87 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_81[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_7 โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ mixed8[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 1280)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_80 (Conv2D)  โ”‚ (None, 5, 5, 320) โ”‚    409,600 โ”‚ mixed8[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_82[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_83[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_86[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_87[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_88 (Conv2D)  โ”‚ (None, 5, 5, 192) โ”‚    245,760 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 320) โ”‚        960 โ”‚ conv2d_80[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_78       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_79       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_82       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_83       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 192) โ”‚        576 โ”‚ conv2d_88[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_76       โ”‚ (None, 5, 5, 320) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_0            โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_78[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_79[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate         โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_82[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_83[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_84       โ”‚ (None, 5, 5, 192) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9              โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ activation_76[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 2048)             โ”‚            โ”‚ mixed9_0[0][0],   โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ concatenate[0][0โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_84[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_93 (Conv2D)  โ”‚ (None, 5, 5, 448) โ”‚    917,504 โ”‚ mixed9[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 448) โ”‚      1,344 โ”‚ conv2d_93[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_89       โ”‚ (None, 5, 5, 448) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_90 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    786,432 โ”‚ mixed9[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_94 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚  1,548,288 โ”‚ activation_89[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_90[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_94[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_86       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_90       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_91 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_86[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_92 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_86[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_95 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_90[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_96 (Conv2D)  โ”‚ (None, 5, 5, 384) โ”‚    442,368 โ”‚ activation_90[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_8 โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ mixed9[0][0]      โ”‚\n","โ”‚ (AveragePooling2D)  โ”‚ 2048)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_89 (Conv2D)  โ”‚ (None, 5, 5, 320) โ”‚    655,360 โ”‚ mixed9[0][0]      โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_91[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_92[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_95[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 384) โ”‚      1,152 โ”‚ conv2d_96[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_97 (Conv2D)  โ”‚ (None, 5, 5, 192) โ”‚    393,216 โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 320) โ”‚        960 โ”‚ conv2d_89[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_87       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_88       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_91       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_92       โ”‚ (None, 5, 5, 384) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (None, 5, 5, 192) โ”‚        576 โ”‚ conv2d_97[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_85       โ”‚ (None, 5, 5, 320) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_1            โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_87[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_88[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate_1       โ”‚ (None, 5, 5, 768) โ”‚          0 โ”‚ activation_91[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚                   โ”‚            โ”‚ activation_92[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_93       โ”‚ (None, 5, 5, 192) โ”‚          0 โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed10             โ”‚ (None, 5, 5,      โ”‚          0 โ”‚ activation_85[0]โ€ฆ โ”‚\n","โ”‚ (Concatenate)       โ”‚ 2048)             โ”‚            โ”‚ mixed9_1[0][0],   โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ concatenate_1[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ activation_93[0]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 2048)      โ”‚          0 โ”‚ mixed10[0][0]     โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_10 (Dense)    โ”‚ (None, 1024)      โ”‚  2,098,176 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_11 (Dense)    โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_10[0][0]    โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m864\u001b[0m โ”‚ input_layer_5[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m96\u001b[0m โ”‚ conv2d_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ activation[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m96\u001b[0m โ”‚ conv2d_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m5,120\u001b[0m โ”‚ max_pooling2d[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m240\u001b[0m โ”‚ conv2d_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, โ”‚ \u001b[38;5;34m138,240\u001b[0m โ”‚ activation_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_12 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_8 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m144\u001b[0m โ”‚ conv2d_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_9 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ max_pooling2d_1[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_11 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ activation_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m6,144\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m96\u001b[0m โ”‚ conv2d_15[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_7 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_10 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_11 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed0 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ activation_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_10[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_11[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_19 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_19[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_15 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_17 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m12,288\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_20 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_15[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m144\u001b[0m โ”‚ conv2d_17[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_20[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_13 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_16 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ mixed0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ activation_13[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_21 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_16[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_22 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m16,384\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_16[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_18[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_21[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_22[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_12 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_14 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_17 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_18 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_12[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ activation_14[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_17[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_18[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_26 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_26[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_22 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_24 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_27 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_22[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m144\u001b[0m โ”‚ conv2d_24[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_27[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_20 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_23 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_23 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ mixed1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_25 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ activation_20[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_28 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_23[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_29 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_23[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_25[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_28[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_29[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_19 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_21 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_24 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_25 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_19[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ activation_21[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_24[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_25[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_31 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m18,432\u001b[0m โ”‚ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ conv2d_31[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_27 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_32 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m55,296\u001b[0m โ”‚ activation_27[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_32[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_28 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m25\u001b[0m, \u001b[38;5;34m25\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_30 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m995,328\u001b[0m โ”‚ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_33 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m82,944\u001b[0m โ”‚ activation_28[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_30[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ conv2d_33[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_26 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m384\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_29 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m96\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_26[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_29[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ max_pooling2d_2[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_38 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m98,304\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_38[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_34 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_39 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_34[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_39[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_35 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_35 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m98,304\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_40 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_35[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_35[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_40[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_31 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_36 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_36 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_31[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_41 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m114,688\u001b[0m โ”‚ activation_36[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_36[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m384\u001b[0m โ”‚ conv2d_41[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_32 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_37 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m128\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_34 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_37 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m172,032\u001b[0m โ”‚ activation_32[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_42 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m172,032\u001b[0m โ”‚ activation_37[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_43 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_34[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_37[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_42[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_43[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_30 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_33 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_38 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_39 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_30[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_33[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_38[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_39[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_48 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_48[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_44 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_49 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_44[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_49[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_45 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_45 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_50 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_45[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_45[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_50[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_41 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_46 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_46 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_41[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_51 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_46[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_46[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_51[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_42 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_47 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_4 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_44 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_47 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_42[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_52 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_47[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_53 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_44[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_47[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_52[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_53[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_40 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_43 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_48 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_49 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_40[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_43[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_48[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_49[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_58 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_58[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_54 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_59 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_54[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_59[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_55 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_55 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m122,880\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_60 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_55[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_55[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_60[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_51 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_56 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_56 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_51[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_61 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m179,200\u001b[0m โ”‚ activation_56[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_56[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m480\u001b[0m โ”‚ conv2d_61[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_52 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_57 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_5 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_54 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_57 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_52[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_62 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ activation_57[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_63 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_54[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_57[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_62[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_63[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_50 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_53 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_58 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_59 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_50[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_53[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_58[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_59[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_68 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_68[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_64 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_69 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_64[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_69[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_65 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_65 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_70 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_65[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_65[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_70[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_61 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_66 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_66 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_61[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_71 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_66[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_66[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_71[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_62 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_67 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_64 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_67 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_62[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_72 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_67[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_73 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_64[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_67[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_72[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_73[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_60 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_63 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_68 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_69 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed7 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_60[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m768\u001b[0m) โ”‚ โ”‚ activation_63[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_68[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_69[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_76 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_76[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_72 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_77 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_72[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_77[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_73 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_74 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m147,456\u001b[0m โ”‚ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_78 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m258,048\u001b[0m โ”‚ activation_73[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_74[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_78[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_70 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_74 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m12\u001b[0m, \u001b[38;5;34m12\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_75 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m552,960\u001b[0m โ”‚ activation_70[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_79 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m331,776\u001b[0m โ”‚ activation_74[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m โ”‚ conv2d_75[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_79[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_71 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_75 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed8 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_71[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m1280\u001b[0m) โ”‚ โ”‚ activation_75[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ max_pooling2d_3[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_84 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m573,440\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m1,344\u001b[0m โ”‚ conv2d_84[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_80 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_81 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m491,520\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_85 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,548,288\u001b[0m โ”‚ activation_80[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_81[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_85[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_77 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_81 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_82 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_77[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_83 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_77[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_86 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_81[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_87 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_81[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_7 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m1280\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_80 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m409,600\u001b[0m โ”‚ mixed8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_82[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_83[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_86[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_87[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_88 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m245,760\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m โ”‚ conv2d_80[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_78 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_79 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_82 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_83 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_88[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_76 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_0 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_78[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_79[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_82[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_83[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_84 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_76[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ mixed9_0[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_84[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_93 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m917,504\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m1,344\u001b[0m โ”‚ conv2d_93[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_89 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m448\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_90 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m786,432\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_94 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,548,288\u001b[0m โ”‚ activation_89[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_90[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_94[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_86 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_90 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_91 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_86[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_92 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_86[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_95 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_90[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_96 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m442,368\u001b[0m โ”‚ activation_90[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ average_pooling2d_8 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mAveragePooling2D\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_89 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m655,360\u001b[0m โ”‚ mixed9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_91[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_92[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_95[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ conv2d_96[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_97 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m393,216\u001b[0m โ”‚ average_pooling2โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m โ”‚ conv2d_89[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_87 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_88 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_91 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_92 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalizatioโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ conv2d_97[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_85 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m320\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed9_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_87[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_88[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ concatenate_1 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m768\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_91[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ โ”‚ โ”‚ activation_92[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ activation_93 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ batch_normalizatโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ mixed10 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ activation_85[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) โ”‚ \u001b[38;5;34m2048\u001b[0m) โ”‚ โ”‚ mixed9_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ concatenate_1[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ activation_93[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ mixed10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_10 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m2,098,176\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_11 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 23,905,060 (91.19 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m23,905,060\u001b[0m (91.19 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 2,102,276 (8.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,102,276\u001b[0m (8.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 21,802,784 (83.17 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m21,802,784\u001b[0m (83.17 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import InceptionV3\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","inception_model = InceptionV3(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=inception_model.input, outputs=inception_model.get_layer('mixed10').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":38,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:33:44.583955Z","iopub.status.busy":"2024-06-02T19:33:44.583696Z","iopub.status.idle":"2024-06-02T19:35:21.220635Z","shell.execute_reply":"2024-06-02T19:35:21.219714Z","shell.execute_reply.started":"2024-06-02T19:33:44.583932Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 151ms/step - accuracy: 0.4489 - loss: 4.1385\n","Epoch 1: val_accuracy improved from -inf to 0.74359, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m56s\u001b[0m 360ms/step - accuracy: 0.4504 - loss: 4.1362 - val_accuracy: 0.7436 - val_loss: 3.4895 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 14ms/step - accuracy: 0.7611 - loss: 3.1480\n","Epoch 2: val_accuracy improved from 0.74359 to 0.75000, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 29ms/step - accuracy: 0.7610 - loss: 3.1499 - val_accuracy: 0.7500 - val_loss: 3.5080 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8151 - loss: 2.7729\n","Epoch 3: val_accuracy improved from 0.75000 to 0.75321, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.8137 - loss: 2.7930 - val_accuracy: 0.7532 - val_loss: 3.4098 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8011 - loss: 2.4720\n","Epoch 4: val_accuracy improved from 0.75321 to 0.90064, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.8021 - loss: 2.4486 - val_accuracy: 0.9006 - val_loss: 0.2559 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9339 - loss: 0.1636\n","Epoch 5: val_accuracy improved from 0.90064 to 0.90705, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.9341 - loss: 0.1633 - val_accuracy: 0.9071 - val_loss: 0.2513 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9752 - loss: 0.0723\n","Epoch 6: val_accuracy improved from 0.90705 to 0.92308, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.9750 - loss: 0.0727 - val_accuracy: 0.9231 - val_loss: 0.2015 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9724 - loss: 0.0657\n","Epoch 7: val_accuracy did not improve from 0.92308\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 0.9724 - loss: 0.0656 - val_accuracy: 0.9167 - val_loss: 0.2433 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9693 - loss: 0.0675\n","Epoch 8: val_accuracy improved from 0.92308 to 0.93590, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 0.9694 - loss: 0.0686 - val_accuracy: 0.9359 - val_loss: 0.1906 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9734 - loss: 0.0495\n","Epoch 9: val_accuracy did not improve from 0.93590\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 0.9734 - loss: 0.0497 - val_accuracy: 0.9071 - val_loss: 0.3053 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9846 - loss: 0.0386\n","Epoch 10: val_accuracy improved from 0.93590 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 29ms/step - accuracy: 0.9847 - loss: 0.0385 - val_accuracy: 0.9487 - val_loss: 0.1989 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0106\n","Epoch 11: val_accuracy did not improve from 0.94872\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0106 - val_accuracy: 0.9295 - val_loss: 0.2147 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0046\n","Epoch 12: val_accuracy improved from 0.94872 to 0.95833, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 27ms/step - accuracy: 1.0000 - loss: 0.0046 - val_accuracy: 0.9583 - val_loss: 0.1570 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0026\n","Epoch 13: val_accuracy did not improve from 0.95833\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0026 - val_accuracy: 0.9359 - val_loss: 0.1815 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 14ms/step - accuracy: 1.0000 - loss: 0.0051\n","Epoch 14: val_accuracy improved from 0.95833 to 0.96474, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 28ms/step - accuracy: 1.0000 - loss: 0.0051 - val_accuracy: 0.9647 - val_loss: 0.1521 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m92/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0029\n","Epoch 15: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0029 - val_accuracy: 0.9647 - val_loss: 0.1487 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0015\n","Epoch 16: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0015 - val_accuracy: 0.9647 - val_loss: 0.1475 - learning_rate: 0.0010\n","Epoch 17/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0011\n","Epoch 17: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0011 - val_accuracy: 0.9583 - val_loss: 0.1528 - learning_rate: 0.0010\n","Epoch 18/20\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 12ms/step - accuracy: 1.0000 - loss: 0.0012\n","Epoch 18: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0012 - val_accuracy: 0.9583 - val_loss: 0.1432 - learning_rate: 0.0010\n","Epoch 19/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 12ms/step - accuracy: 1.0000 - loss: 0.0012\n","Epoch 19: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step - accuracy: 1.0000 - loss: 0.0012 - val_accuracy: 0.9583 - val_loss: 0.1547 - learning_rate: 0.0010\n","Epoch 20/20\n","\u001b[1m91/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 1.0000 - loss: 0.0011\n","Epoch 20: val_accuracy did not improve from 0.96474\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 17ms/step - accuracy: 1.0000 - loss: 0.0011 - val_accuracy: 0.9519 - val_loss: 0.1727 - learning_rate: 0.0010\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":39,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:21.222659Z","iopub.status.busy":"2024-06-02T19:35:21.222385Z","iopub.status.idle":"2024-06-02T19:35:21.460012Z","shell.execute_reply":"2024-06-02T19:35:21.459030Z","shell.execute_reply.started":"2024-06-02T19:35:21.222636Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":40,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:21.461560Z","iopub.status.busy":"2024-06-02T19:35:21.461268Z","iopub.status.idle":"2024-06-02T19:35:21.755211Z","shell.execute_reply":"2024-06-02T19:35:21.754277Z","shell.execute_reply.started":"2024-06-02T19:35:21.461534Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### EfficientNetB7"]},{"cell_type":"code","execution_count":41,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:21.756939Z","iopub.status.busy":"2024-06-02T19:35:21.756576Z","iopub.status.idle":"2024-06-02T19:35:30.644926Z","shell.execute_reply":"2024-06-02T19:35:30.644140Z","shell.execute_reply.started":"2024-06-02T19:35:21.756905Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Downloading data from https://storage.googleapis.com/keras-applications/efficientnetb7_notop.h5\n","\u001b[1m258076736/258076736\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 0us/step\n"]},{"data":{"text/html":["
Model: \"functional_27\"\n","
\n"],"text/plain":["\u001b[1mModel: \"functional_27\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)        โ”ƒ Output Shape      โ”ƒ    Param # โ”ƒ Connected to      โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_6       โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ -                 โ”‚\n","โ”‚ (InputLayer)        โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_2         โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ input_layer_6[0]โ€ฆ โ”‚\n","โ”‚ (Rescaling)         โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ normalization       โ”‚ (None, 224, 224,  โ”‚          7 โ”‚ rescaling_2[0][0] โ”‚\n","โ”‚ (Normalization)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_3         โ”‚ (None, 224, 224,  โ”‚          0 โ”‚ normalization[0]โ€ฆ โ”‚\n","โ”‚ (Rescaling)         โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv_pad       โ”‚ (None, 225, 225,  โ”‚          0 โ”‚ rescaling_3[0][0] โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 3)                โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv (Conv2D)  โ”‚ (None, 112, 112,  โ”‚      1,728 โ”‚ stem_conv_pad[0]โ€ฆ โ”‚\n","โ”‚                     โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_bn             โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ stem_conv[0][0]   โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_activation     โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ stem_bn[0][0]     โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_dwconv      โ”‚ (None, 112, 112,  โ”‚        576 โ”‚ stem_activation[โ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_bn          โ”‚ (None, 112, 112,  โ”‚        256 โ”‚ block1a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 64)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_squeeze  โ”‚ (None, 64)        โ”‚          0 โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reshape  โ”‚ (None, 1, 1, 64)  โ”‚          0 โ”‚ block1a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reduce   โ”‚ (None, 1, 1, 16)  โ”‚      1,040 โ”‚ block1a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_expand   โ”‚ (None, 1, 1, 64)  โ”‚      1,088 โ”‚ block1a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 64)               โ”‚            โ”‚ block1a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      2,048 โ”‚ block1a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_dwconv      โ”‚ (None, 112, 112,  โ”‚        288 โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_bn          โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_squeeze  โ”‚ (None, 32)        โ”‚          0 โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reshape  โ”‚ (None, 1, 1, 32)  โ”‚          0 โ”‚ block1b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚        264 โ”‚ block1b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_expand   โ”‚ (None, 1, 1, 32)  โ”‚        288 โ”‚ block1b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 32)               โ”‚            โ”‚ block1b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      1,024 โ”‚ block1b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_drop        โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_add (Add)   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_dwconv      โ”‚ (None, 112, 112,  โ”‚        288 โ”‚ block1b_add[0][0] โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_bn          โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_squeeze  โ”‚ (None, 32)        โ”‚          0 โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reshape  โ”‚ (None, 1, 1, 32)  โ”‚          0 โ”‚ block1c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚        264 โ”‚ block1c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_expand   โ”‚ (None, 1, 1, 32)  โ”‚        288 โ”‚ block1c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 32)               โ”‚            โ”‚ block1c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      1,024 โ”‚ block1c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_drop        โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_add (Add)   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚ block1b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_dwconv      โ”‚ (None, 112, 112,  โ”‚        288 โ”‚ block1c_add[0][0] โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_bn          โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_activation  โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_squeeze  โ”‚ (None, 32)        โ”‚          0 โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reshape  โ”‚ (None, 1, 1, 32)  โ”‚          0 โ”‚ block1d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚        264 โ”‚ block1d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_expand   โ”‚ (None, 1, 1, 32)  โ”‚        288 โ”‚ block1d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_excite   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 32)               โ”‚            โ”‚ block1d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_coโ€ฆ โ”‚ (None, 112, 112,  โ”‚      1,024 โ”‚ block1d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_bn  โ”‚ (None, 112, 112,  โ”‚        128 โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_drop        โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 32)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_add (Add)   โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block1d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 32)               โ”‚            โ”‚ block1c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_conv โ”‚ (None, 112, 112,  โ”‚      6,144 โ”‚ block1d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_bn   โ”‚ (None, 112, 112,  โ”‚        768 โ”‚ block2a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_actโ€ฆ โ”‚ (None, 112, 112,  โ”‚          0 โ”‚ block2a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv_pad  โ”‚ (None, 113, 113,  โ”‚          0 โ”‚ block2a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv      โ”‚ (None, 56, 56,    โ”‚      1,728 โ”‚ block2a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_bn          โ”‚ (None, 56, 56,    โ”‚        768 โ”‚ block2a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 192)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_squeeze  โ”‚ (None, 192)       โ”‚          0 โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reshape  โ”‚ (None, 1, 1, 192) โ”‚          0 โ”‚ block2a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reduce   โ”‚ (None, 1, 1, 8)   โ”‚      1,544 โ”‚ block2a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_expand   โ”‚ (None, 1, 1, 192) โ”‚      1,728 โ”‚ block2a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 192)              โ”‚            โ”‚ block2a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚      9,216 โ”‚ block2a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_dwconv      โ”‚ (None, 56, 56,    โ”‚      2,592 โ”‚ block2g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_bn          โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block2g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_activation  โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block2g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block2g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block2g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_excite   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block2g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_coโ€ฆ โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_bn  โ”‚ (None, 56, 56,    โ”‚        192 โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_drop        โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 48)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_add (Add)   โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block2g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 48)               โ”‚            โ”‚ block2f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_conv โ”‚ (None, 56, 56,    โ”‚     13,824 โ”‚ block2g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_bn   โ”‚ (None, 56, 56,    โ”‚      1,152 โ”‚ block3a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_actโ€ฆ โ”‚ (None, 56, 56,    โ”‚          0 โ”‚ block3a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv_pad  โ”‚ (None, 59, 59,    โ”‚          0 โ”‚ block3a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv      โ”‚ (None, 28, 28,    โ”‚      7,200 โ”‚ block3a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_bn          โ”‚ (None, 28, 28,    โ”‚      1,152 โ”‚ block3a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 288)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_squeeze  โ”‚ (None, 288)       โ”‚          0 โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reshape  โ”‚ (None, 1, 1, 288) โ”‚          0 โ”‚ block3a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reduce   โ”‚ (None, 1, 1, 12)  โ”‚      3,468 โ”‚ block3a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_expand   โ”‚ (None, 1, 1, 288) โ”‚      3,744 โ”‚ block3a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 288)              โ”‚            โ”‚ block3a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     23,040 โ”‚ block3a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_dwconv      โ”‚ (None, 28, 28,    โ”‚     12,000 โ”‚ block3g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_bn          โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block3g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_activation  โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block3g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block3g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block3g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_excite   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block3g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_coโ€ฆ โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_bn  โ”‚ (None, 28, 28,    โ”‚        320 โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_drop        โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 80)               โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_add (Add)   โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block3g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 80)               โ”‚            โ”‚ block3f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_conv โ”‚ (None, 28, 28,    โ”‚     38,400 โ”‚ block3g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_bn   โ”‚ (None, 28, 28,    โ”‚      1,920 โ”‚ block4a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_actโ€ฆ โ”‚ (None, 28, 28,    โ”‚          0 โ”‚ block4a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv_pad  โ”‚ (None, 29, 29,    โ”‚          0 โ”‚ block4a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv      โ”‚ (None, 14, 14,    โ”‚      4,320 โ”‚ block4a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_bn          โ”‚ (None, 14, 14,    โ”‚      1,920 โ”‚ block4a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 480)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_squeeze  โ”‚ (None, 480)       โ”‚          0 โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reshape  โ”‚ (None, 1, 1, 480) โ”‚          0 โ”‚ block4a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reduce   โ”‚ (None, 1, 1, 20)  โ”‚      9,620 โ”‚ block4a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_expand   โ”‚ (None, 1, 1, 480) โ”‚     10,080 โ”‚ block4a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 480)              โ”‚            โ”‚ block4a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚     76,800 โ”‚ block4a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4h_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4h_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4h_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4h_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4h_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4h_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4h_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4h_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4g_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4h_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4i_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4i_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4i_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4i_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4i_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4i_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4i_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4i_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4h_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4i_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4j_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_dwconv      โ”‚ (None, 14, 14,    โ”‚      8,640 โ”‚ block4j_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block4j_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block4j_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block4j_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block4j_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block4j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4j_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_bn  โ”‚ (None, 14, 14,    โ”‚        640 โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 160)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block4j_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 160)              โ”‚            โ”‚ block4i_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_conv โ”‚ (None, 14, 14,    โ”‚    153,600 โ”‚ block4j_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_bn   โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block5a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_dwconv      โ”‚ (None, 14, 14,    โ”‚     24,000 โ”‚ block5a_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_bn          โ”‚ (None, 14, 14,    โ”‚      3,840 โ”‚ block5a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 960)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_squeeze  โ”‚ (None, 960)       โ”‚          0 โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reshape  โ”‚ (None, 1, 1, 960) โ”‚          0 โ”‚ block5a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reduce   โ”‚ (None, 1, 1, 40)  โ”‚     38,440 โ”‚ block5a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_expand   โ”‚ (None, 1, 1, 960) โ”‚     39,360 โ”‚ block5a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 960)              โ”‚            โ”‚ block5a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    215,040 โ”‚ block5a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5h_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5h_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5h_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5h_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5h_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5h_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5h_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5h_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5g_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5h_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5i_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5i_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5i_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5i_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5i_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5i_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5i_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5i_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5h_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5i_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5j_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_dwconv      โ”‚ (None, 14, 14,    โ”‚     33,600 โ”‚ block5j_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_bn          โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block5j_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_activation  โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block5j_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block5j_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block5j_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_excite   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block5j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_coโ€ฆ โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5j_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_bn  โ”‚ (None, 14, 14,    โ”‚        896 โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_drop        โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚ 224)              โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_add (Add)   โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block5j_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚ 224)              โ”‚            โ”‚ block5i_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_conv โ”‚ (None, 14, 14,    โ”‚    301,056 โ”‚ block5j_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_bn   โ”‚ (None, 14, 14,    โ”‚      5,376 โ”‚ block6a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_actโ€ฆ โ”‚ (None, 14, 14,    โ”‚          0 โ”‚ block6a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv_pad  โ”‚ (None, 17, 17,    โ”‚          0 โ”‚ block6a_expand_aโ€ฆ โ”‚\n","โ”‚ (ZeroPadding2D)     โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv      โ”‚ (None, 7, 7,      โ”‚     33,600 โ”‚ block6a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_bn          โ”‚ (None, 7, 7,      โ”‚      5,376 โ”‚ block6a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_squeeze  โ”‚ (None, 1344)      โ”‚          0 โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reduce   โ”‚ (None, 1, 1, 56)  โ”‚     75,320 โ”‚ block6a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_expand   โ”‚ (None, 1, 1,      โ”‚     76,608 โ”‚ block6a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 1344)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 1344)             โ”‚            โ”‚ block6a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    516,096 โ”‚ block6a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6d_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6e_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6e_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6e_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6e_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6e_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6e_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6e_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6e_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6e_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6e_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6d_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6e_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6f_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6f_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6f_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6f_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6f_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6f_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6f_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6f_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6f_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6f_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6e_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6f_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6g_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6g_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6g_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6g_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6g_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6g_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6g_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6g_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6g_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6g_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6f_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6g_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6h_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6h_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6h_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6h_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6h_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6h_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6h_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6h_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6h_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6h_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6g_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6h_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6i_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6i_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6i_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6i_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6i_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6i_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6i_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6i_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6i_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6i_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6h_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6i_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6j_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6j_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6j_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6j_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6j_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6j_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6j_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6j_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6j_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6j_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6i_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6j_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6k_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6k_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6k_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6k_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6k_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6k_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6k_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6k_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6k_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6k_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6k_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6j_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6k_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6l_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6l_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6l_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6l_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6l_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6l_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6l_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6l_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6l_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6l_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6l_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6k_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6l_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6m_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6m_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_dwconv      โ”‚ (None, 7, 7,      โ”‚     57,600 โ”‚ block6m_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block6m_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6m_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block6m_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block6m_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block6m_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block6m_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_coโ€ฆ โ”‚ (None, 7, 7, 384) โ”‚    884,736 โ”‚ block6m_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_bn  โ”‚ (None, 7, 7, 384) โ”‚      1,536 โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_drop        โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_add (Add)   โ”‚ (None, 7, 7, 384) โ”‚          0 โ”‚ block6m_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block6l_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_conv โ”‚ (None, 7, 7,      โ”‚    884,736 โ”‚ block6m_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_bn   โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block7a_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7a_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_dwconv      โ”‚ (None, 7, 7,      โ”‚     20,736 โ”‚ block7a_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_bn          โ”‚ (None, 7, 7,      โ”‚      9,216 โ”‚ block7a_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7a_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_squeeze  โ”‚ (None, 2304)      โ”‚          0 โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7a_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reduce   โ”‚ (None, 1, 1, 96)  โ”‚    221,280 โ”‚ block7a_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_expand   โ”‚ (None, 1, 1,      โ”‚    223,488 โ”‚ block7a_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 2304)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 2304)             โ”‚            โ”‚ block7a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  1,474,560 โ”‚ block7a_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_conv โ”‚ (None, 7, 7,      โ”‚  2,457,600 โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_bn   โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7b_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7b_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_dwconv      โ”‚ (None, 7, 7,      โ”‚     34,560 โ”‚ block7b_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_bn          โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7b_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7b_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_squeeze  โ”‚ (None, 3840)      โ”‚          0 โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7b_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reduce   โ”‚ (None, 1, 1, 160) โ”‚    614,560 โ”‚ block7b_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_expand   โ”‚ (None, 1, 1,      โ”‚    618,240 โ”‚ block7b_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 3840)             โ”‚            โ”‚ block7b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  2,457,600 โ”‚ block7b_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_drop        โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_add (Add)   โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7b_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_conv โ”‚ (None, 7, 7,      โ”‚  2,457,600 โ”‚ block7b_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_bn   โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7c_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7c_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_dwconv      โ”‚ (None, 7, 7,      โ”‚     34,560 โ”‚ block7c_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_bn          โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7c_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7c_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_squeeze  โ”‚ (None, 3840)      โ”‚          0 โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7c_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reduce   โ”‚ (None, 1, 1, 160) โ”‚    614,560 โ”‚ block7c_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_expand   โ”‚ (None, 1, 1,      โ”‚    618,240 โ”‚ block7c_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 3840)             โ”‚            โ”‚ block7c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  2,457,600 โ”‚ block7c_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_drop        โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_add (Add)   โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7c_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block7b_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_conv โ”‚ (None, 7, 7,      โ”‚  2,457,600 โ”‚ block7c_add[0][0] โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_bn   โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7d_expand_cโ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_actโ€ฆ โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7d_expand_bโ€ฆ โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_dwconv      โ”‚ (None, 7, 7,      โ”‚     34,560 โ”‚ block7d_expand_aโ€ฆ โ”‚\n","โ”‚ (DepthwiseConv2D)   โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_bn          โ”‚ (None, 7, 7,      โ”‚     15,360 โ”‚ block7d_dwconv[0โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_activation  โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7d_bn[0][0]  โ”‚\n","โ”‚ (Activation)        โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_squeeze  โ”‚ (None, 3840)      โ”‚          0 โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reshape  โ”‚ (None, 1, 1,      โ”‚          0 โ”‚ block7d_se_squeeโ€ฆ โ”‚\n","โ”‚ (Reshape)           โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reduce   โ”‚ (None, 1, 1, 160) โ”‚    614,560 โ”‚ block7d_se_reshaโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_expand   โ”‚ (None, 1, 1,      โ”‚    618,240 โ”‚ block7d_se_reducโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚ 3840)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_excite   โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (Multiply)          โ”‚ 3840)             โ”‚            โ”‚ block7d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_coโ€ฆ โ”‚ (None, 7, 7, 640) โ”‚  2,457,600 โ”‚ block7d_se_excitโ€ฆ โ”‚\n","โ”‚ (Conv2D)            โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_bn  โ”‚ (None, 7, 7, 640) โ”‚      2,560 โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_drop        โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (Dropout)           โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_add (Add)   โ”‚ (None, 7, 7, 640) โ”‚          0 โ”‚ block7d_drop[0][โ€ฆ โ”‚\n","โ”‚                     โ”‚                   โ”‚            โ”‚ block7c_add[0][0] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_conv (Conv2D)   โ”‚ (None, 7, 7,      โ”‚  1,638,400 โ”‚ block7d_add[0][0] โ”‚\n","โ”‚                     โ”‚ 2560)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_bn              โ”‚ (None, 7, 7,      โ”‚     10,240 โ”‚ top_conv[0][0]    โ”‚\n","โ”‚ (BatchNormalizatioโ€ฆ โ”‚ 2560)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_activation      โ”‚ (None, 7, 7,      โ”‚          0 โ”‚ top_bn[0][0]      โ”‚\n","โ”‚ (Activation)        โ”‚ 2560)             โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (None, 2560)      โ”‚          0 โ”‚ top_activation[0โ€ฆ โ”‚\n","โ”‚ (GlobalAveragePoolโ€ฆ โ”‚                   โ”‚            โ”‚                   โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_12 (Dense)    โ”‚ (None, 1024)      โ”‚  2,622,464 โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_13 (Dense)    โ”‚ (None, 4)         โ”‚      4,100 โ”‚ dense_12[0][0]    โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ input_layer_6 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ - โ”‚\n","โ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_2 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ input_layer_6[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mRescaling\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ normalization โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m7\u001b[0m โ”‚ rescaling_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mNormalization\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ rescaling_3 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ normalization[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mRescaling\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m225\u001b[0m, \u001b[38;5;34m225\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ rescaling_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m3\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,728\u001b[0m โ”‚ stem_conv_pad[\u001b[38;5;34m0\u001b[0m]โ€ฆ โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ stem_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ stem_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ stem_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m576\u001b[0m โ”‚ stem_activation[\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚ block1a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m16\u001b[0m) โ”‚ \u001b[38;5;34m1,040\u001b[0m โ”‚ block1a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m1,088\u001b[0m โ”‚ block1a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m64\u001b[0m) โ”‚ โ”‚ block1a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m2,048\u001b[0m โ”‚ block1a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m264\u001b[0m โ”‚ block1b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block1b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m264\u001b[0m โ”‚ block1c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block1c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m264\u001b[0m โ”‚ block1d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m32\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m โ”‚ block1d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m1,024\u001b[0m โ”‚ block1d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m128\u001b[0m โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block1d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block1d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m32\u001b[0m) โ”‚ โ”‚ block1c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m6,144\u001b[0m โ”‚ block1d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ block2a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m113\u001b[0m, \u001b[38;5;34m113\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,728\u001b[0m โ”‚ block2a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m768\u001b[0m โ”‚ block2a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m8\u001b[0m) โ”‚ \u001b[38;5;34m1,544\u001b[0m โ”‚ block2a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m192\u001b[0m) โ”‚ \u001b[38;5;34m1,728\u001b[0m โ”‚ block2a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m192\u001b[0m) โ”‚ โ”‚ block2a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block2a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m2,592\u001b[0m โ”‚ block2g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block2g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block2g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block2g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block2g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m192\u001b[0m โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block2g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block2g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m48\u001b[0m) โ”‚ โ”‚ block2f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m13,824\u001b[0m โ”‚ block2g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block3a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m59\u001b[0m, \u001b[38;5;34m59\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m7,200\u001b[0m โ”‚ block3a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,152\u001b[0m โ”‚ block3a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m12\u001b[0m) โ”‚ \u001b[38;5;34m3,468\u001b[0m โ”‚ block3a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m288\u001b[0m) โ”‚ \u001b[38;5;34m3,744\u001b[0m โ”‚ block3a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m288\u001b[0m) โ”‚ โ”‚ block3a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m23,040\u001b[0m โ”‚ block3a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m12,000\u001b[0m โ”‚ block3g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block3g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block3g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block3g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block3g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m320\u001b[0m โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block3g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block3g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m80\u001b[0m) โ”‚ โ”‚ block3f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m38,400\u001b[0m โ”‚ block3g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block4a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m29\u001b[0m, \u001b[38;5;34m29\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m4,320\u001b[0m โ”‚ block4a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m1,920\u001b[0m โ”‚ block4a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m20\u001b[0m) โ”‚ \u001b[38;5;34m9,620\u001b[0m โ”‚ block4a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m480\u001b[0m) โ”‚ \u001b[38;5;34m10,080\u001b[0m โ”‚ block4a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m480\u001b[0m) โ”‚ โ”‚ block4a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m76,800\u001b[0m โ”‚ block4a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4h_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4h_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4h_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4h_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4h_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4h_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4h_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4h_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4i_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4i_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4i_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4i_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4i_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4i_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4i_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4i_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4j_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m8,640\u001b[0m โ”‚ block4j_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block4j_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block4j_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block4j_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block4j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4j_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m640\u001b[0m โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block4j_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block4j_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m160\u001b[0m) โ”‚ โ”‚ block4i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m153,600\u001b[0m โ”‚ block4j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block5a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m24,000\u001b[0m โ”‚ block5a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m3,840\u001b[0m โ”‚ block5a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m40\u001b[0m) โ”‚ \u001b[38;5;34m38,440\u001b[0m โ”‚ block5a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m960\u001b[0m) โ”‚ \u001b[38;5;34m39,360\u001b[0m โ”‚ block5a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m960\u001b[0m) โ”‚ โ”‚ block5a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m215,040\u001b[0m โ”‚ block5a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5h_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5h_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5h_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5h_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5h_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5h_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5h_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5h_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5i_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5i_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5i_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5i_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5i_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5i_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5i_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5i_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5j_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block5j_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block5j_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block5j_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block5j_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block5j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5j_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m896\u001b[0m โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block5j_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block5j_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m224\u001b[0m) โ”‚ โ”‚ block5i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m301,056\u001b[0m โ”‚ block5j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block6a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv_pad โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m17\u001b[0m, \u001b[38;5;34m17\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m33,600\u001b[0m โ”‚ block6a_dwconv_pโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m5,376\u001b[0m โ”‚ block6a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1344\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m56\u001b[0m) โ”‚ \u001b[38;5;34m75,320\u001b[0m โ”‚ block6a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m76,608\u001b[0m โ”‚ block6a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m1344\u001b[0m) โ”‚ โ”‚ block6a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m516,096\u001b[0m โ”‚ block6a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6e_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6e_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6e_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6e_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6e_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6e_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6e_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6e_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6e_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6f_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6f_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6f_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6f_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6f_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6f_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6f_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6f_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6f_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6e_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6g_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6g_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6g_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6g_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6g_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6g_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6g_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6g_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6g_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6f_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6h_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6h_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6h_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6h_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6h_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6h_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6h_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6h_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6h_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6g_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6i_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6i_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6i_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6i_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6i_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6i_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6i_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6i_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6i_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6h_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6j_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6j_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6j_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6j_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6j_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6j_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6j_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6j_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6j_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6i_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6k_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6k_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6k_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6k_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6k_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6k_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6k_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6k_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6k_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6j_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6k_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6l_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6l_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6l_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6l_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6l_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6l_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6l_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6l_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6l_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6k_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6l_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6m_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m57,600\u001b[0m โ”‚ block6m_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block6m_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block6m_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block6m_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block6m_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6m_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m1,536\u001b[0m โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block6m_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m384\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block6m_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block6l_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m884,736\u001b[0m โ”‚ block6m_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block7a_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m20,736\u001b[0m โ”‚ block7a_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m9,216\u001b[0m โ”‚ block7a_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m96\u001b[0m) โ”‚ \u001b[38;5;34m221,280\u001b[0m โ”‚ block7a_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m223,488\u001b[0m โ”‚ block7a_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7a_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m2304\u001b[0m) โ”‚ โ”‚ block7a_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m1,474,560\u001b[0m โ”‚ block7a_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7a_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7b_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m34,560\u001b[0m โ”‚ block7b_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7b_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3840\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m160\u001b[0m) โ”‚ \u001b[38;5;34m614,560\u001b[0m โ”‚ block7b_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m618,240\u001b[0m โ”‚ block7b_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ block7b_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7b_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7b_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7b_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block7a_project_โ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7c_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m34,560\u001b[0m โ”‚ block7c_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7c_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3840\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m160\u001b[0m) โ”‚ \u001b[38;5;34m614,560\u001b[0m โ”‚ block7c_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m618,240\u001b[0m โ”‚ block7c_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ block7c_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7c_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7c_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7c_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block7b_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_conv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7d_expand_cโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_expand_actโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_expand_bโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_dwconv โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m34,560\u001b[0m โ”‚ block7d_expand_aโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDepthwiseConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m15,360\u001b[0m โ”‚ block7d_dwconv[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_squeeze โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3840\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reshape โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_se_squeeโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mReshape\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_reduce โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m160\u001b[0m) โ”‚ \u001b[38;5;34m614,560\u001b[0m โ”‚ block7d_se_reshaโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_expand โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, โ”‚ \u001b[38;5;34m618,240\u001b[0m โ”‚ block7d_se_reducโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_se_excite โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_activatiโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mMultiply\u001b[0m) โ”‚ \u001b[38;5;34m3840\u001b[0m) โ”‚ โ”‚ block7d_se_expanโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_coโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,457,600\u001b[0m โ”‚ block7d_se_excitโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_project_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m2,560\u001b[0m โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_drop โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_project_โ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mDropout\u001b[0m) โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ block7d_add (\u001b[38;5;33mAdd\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m640\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ block7d_drop[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34mโ€ฆ\u001b[0m โ”‚\n","โ”‚ โ”‚ โ”‚ โ”‚ block7c_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_conv (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m1,638,400\u001b[0m โ”‚ block7d_add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ โ”‚ \u001b[38;5;34m2560\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_bn โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m10,240\u001b[0m โ”‚ top_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalizatioโ€ฆ\u001b[0m โ”‚ \u001b[38;5;34m2560\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ top_activation โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ top_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ”‚ (\u001b[38;5;33mActivation\u001b[0m) โ”‚ \u001b[38;5;34m2560\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooโ€ฆ โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2560\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚ top_activation[\u001b[38;5;34m0\u001b[0mโ€ฆ โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePoolโ€ฆ\u001b[0m โ”‚ โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_12 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m2,622,464\u001b[0m โ”‚ global_average_pโ€ฆ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_13 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚ dense_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 66,724,251 (254.53 MB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m66,724,251\u001b[0m (254.53 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 2,626,564 (10.02 MB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,626,564\u001b[0m (10.02 MB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 64,097,687 (244.51 MB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m64,097,687\u001b[0m (244.51 MB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.applications import EfficientNetB7\n","from keras.layers import Dense, Flatten, Dropout, GlobalAveragePooling2D\n","from keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau, ModelCheckpoint\n","\n","# Loading model\n","efficientnet_model = EfficientNetB7(weights='imagenet', include_top=False, input_shape=(224, 224, 3))\n","feature_extractor = Model(inputs=efficientnet_model.input, outputs=efficientnet_model.get_layer('top_activation').output)\n","\n","# Freezing convolutional layers\n","for layer in feature_extractor.layers:\n"," layer.trainable = False\n","\n","# Adding dense layers on top\n","x = feature_extractor.output\n","x = GlobalAveragePooling2D()(x)\n","x = Dense(1024, activation='relu')(x)\n","output = Dense(4, activation='softmax')(x)\n","\n","# binding model\n","model = Model(inputs=feature_extractor.input, outputs=output)\n","\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')\n","reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.1, patience=5, min_lr=1e-7, verbose=1)\n","\n","model.summary() # model summary"]},{"cell_type":"code","execution_count":42,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:35:30.646289Z","iopub.status.busy":"2024-06-02T19:35:30.645993Z","iopub.status.idle":"2024-06-02T19:42:41.626074Z","shell.execute_reply":"2024-06-02T19:42:41.625246Z","shell.execute_reply.started":"2024-06-02T19:35:30.646263Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1s/step - accuracy: 0.2645 - loss: 1.8415 \n","Epoch 1: val_accuracy improved from -inf to 0.29808, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m319s\u001b[0m 2s/step - accuracy: 0.2645 - loss: 1.8390 - val_accuracy: 0.2981 - val_loss: 1.3967 - learning_rate: 0.0010\n","Epoch 2/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 46ms/step - accuracy: 0.2679 - loss: 1.4149\n","Epoch 2: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 61ms/step - accuracy: 0.2678 - loss: 1.4150 - val_accuracy: 0.2724 - val_loss: 1.3832 - learning_rate: 0.0010\n","Epoch 3/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2637 - loss: 1.3935\n","Epoch 3: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2638 - loss: 1.3935 - val_accuracy: 0.2981 - val_loss: 1.4168 - learning_rate: 0.0010\n","Epoch 4/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2895 - loss: 1.3938\n","Epoch 4: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 60ms/step - accuracy: 0.2891 - loss: 1.3938 - val_accuracy: 0.2981 - val_loss: 1.3819 - learning_rate: 0.0010\n","Epoch 5/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3264 - loss: 1.3728\n","Epoch 5: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.3257 - loss: 1.3729 - val_accuracy: 0.2724 - val_loss: 1.3885 - learning_rate: 0.0010\n","Epoch 6/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2548 - loss: 1.3840\n","Epoch 6: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2553 - loss: 1.3840 - val_accuracy: 0.2981 - val_loss: 1.3814 - learning_rate: 0.0010\n","Epoch 7/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2866 - loss: 1.3805\n","Epoch 7: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 60ms/step - accuracy: 0.2866 - loss: 1.3805 - val_accuracy: 0.2981 - val_loss: 1.3822 - learning_rate: 0.0010\n","Epoch 8/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3162 - loss: 1.3786\n","Epoch 8: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.3156 - loss: 1.3787 - val_accuracy: 0.2981 - val_loss: 1.3790 - learning_rate: 0.0010\n","Epoch 9/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2796 - loss: 1.3792\n","Epoch 9: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2799 - loss: 1.3792 - val_accuracy: 0.2981 - val_loss: 1.3825 - learning_rate: 0.0010\n","Epoch 10/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2924 - loss: 1.3819\n","Epoch 10: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2925 - loss: 1.3819 - val_accuracy: 0.2981 - val_loss: 1.3786 - learning_rate: 0.0010\n","Epoch 11/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2609 - loss: 1.3844\n","Epoch 11: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2612 - loss: 1.3844 - val_accuracy: 0.2981 - val_loss: 1.3850 - learning_rate: 0.0010\n","Epoch 12/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 44ms/step - accuracy: 0.2961 - loss: 1.3869\n","Epoch 12: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2961 - loss: 1.3868 - val_accuracy: 0.2981 - val_loss: 1.3800 - learning_rate: 0.0010\n","Epoch 13/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2970 - loss: 1.3767\n","Epoch 13: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 60ms/step - accuracy: 0.2970 - loss: 1.3767 - val_accuracy: 0.2981 - val_loss: 1.3787 - learning_rate: 0.0010\n","Epoch 14/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2745 - loss: 1.3781\n","Epoch 14: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2747 - loss: 1.3781 - val_accuracy: 0.2981 - val_loss: 1.3791 - learning_rate: 0.0010\n","Epoch 15/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3357 - loss: 1.3695\n","Epoch 15: ReduceLROnPlateau reducing learning rate to 0.00010000000474974513.\n","\n","Epoch 15: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.3349 - loss: 1.3697 - val_accuracy: 0.2981 - val_loss: 1.3798 - learning_rate: 0.0010\n","Epoch 16/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2756 - loss: 1.3786\n","Epoch 16: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2760 - loss: 1.3786 - val_accuracy: 0.2981 - val_loss: 1.3794 - learning_rate: 1.0000e-04\n","Epoch 17/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2878 - loss: 1.3804\n","Epoch 17: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2879 - loss: 1.3803 - val_accuracy: 0.2981 - val_loss: 1.3775 - learning_rate: 1.0000e-04\n","Epoch 18/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2801 - loss: 1.3796\n","Epoch 18: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2805 - loss: 1.3796 - val_accuracy: 0.2981 - val_loss: 1.3779 - learning_rate: 1.0000e-04\n","Epoch 19/20\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.3150 - loss: 1.3697\n","Epoch 19: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 60ms/step - accuracy: 0.3148 - loss: 1.3698 - val_accuracy: 0.2981 - val_loss: 1.3789 - learning_rate: 1.0000e-04\n","Epoch 20/20\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 45ms/step - accuracy: 0.2962 - loss: 1.3737\n","Epoch 20: val_accuracy did not improve from 0.29808\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 59ms/step - accuracy: 0.2963 - loss: 1.3738 - val_accuracy: 0.2981 - val_loss: 1.3786 - learning_rate: 1.0000e-04\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=20, batch_size=10,callbacks=[reduce_lr,model_checkpoint])"]},{"cell_type":"code","execution_count":43,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:42:41.630054Z","iopub.status.busy":"2024-06-02T19:42:41.629765Z","iopub.status.idle":"2024-06-02T19:42:41.899522Z","shell.execute_reply":"2024-06-02T19:42:41.898611Z","shell.execute_reply.started":"2024-06-02T19:42:41.630026Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":44,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T19:42:41.900943Z","iopub.status.busy":"2024-06-02T19:42:41.900651Z","iopub.status.idle":"2024-06-02T19:42:42.200485Z","shell.execute_reply":"2024-06-02T19:42:42.199576Z","shell.execute_reply.started":"2024-06-02T19:42:41.900918Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]},{"cell_type":"markdown","metadata":{},"source":["### CNN"]},{"cell_type":"code","execution_count":69,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:00:45.774897Z","iopub.status.busy":"2024-06-02T20:00:45.774520Z","iopub.status.idle":"2024-06-02T20:00:45.988080Z","shell.execute_reply":"2024-06-02T20:00:45.987158Z","shell.execute_reply.started":"2024-06-02T20:00:45.774868Z"},"trusted":true},"outputs":[{"data":{"text/html":["
Model: \"sequential_6\"\n","
\n"],"text/plain":["\u001b[1mModel: \"sequential_6\"\u001b[0m\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ Layer (type)                    โ”ƒ Output Shape           โ”ƒ       Param # โ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ conv2d_122 (Conv2D)             โ”‚ (None, 224, 224, 64)   โ”‚         1,792 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_122         โ”‚ (None, 224, 224, 64)   โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_28 (MaxPooling2D) โ”‚ (None, 112, 112, 64)   โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_123 (Conv2D)             โ”‚ (None, 112, 112, 64)   โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_123         โ”‚ (None, 112, 112, 64)   โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_29 (MaxPooling2D) โ”‚ (None, 56, 56, 64)     โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_124 (Conv2D)             โ”‚ (None, 56, 56, 64)     โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_124         โ”‚ (None, 56, 56, 64)     โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_30 (MaxPooling2D) โ”‚ (None, 28, 28, 64)     โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_125 (Conv2D)             โ”‚ (None, 28, 28, 64)     โ”‚        36,928 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_125         โ”‚ (None, 28, 28, 64)     โ”‚           256 โ”‚\n","โ”‚ (BatchNormalization)            โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_31 (MaxPooling2D) โ”‚ (None, 14, 14, 64)     โ”‚             0 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d_12     โ”‚ (None, 64)             โ”‚             0 โ”‚\n","โ”‚ (GlobalAveragePooling2D)        โ”‚                        โ”‚               โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_26 (Dense)                โ”‚ (None, 1024)           โ”‚        66,560 โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_27 (Dense)                โ”‚ (None, 4)              โ”‚         4,100 โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n","
\n"],"text/plain":["โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“\n","โ”ƒ\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0mโ”ƒ\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0mโ”ƒ\n","โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ\n","โ”‚ conv2d_122 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m1,792\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_122 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m224\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_28 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_123 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_123 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m112\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_29 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_124 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_124 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m56\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_30 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ conv2d_125 (\u001b[38;5;33mConv2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m36,928\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ batch_normalization_125 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m28\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m256\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mBatchNormalization\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ max_pooling2d_31 (\u001b[38;5;33mMaxPooling2D\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m14\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ global_average_pooling2d_12 โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m) โ”‚ \u001b[38;5;34m0\u001b[0m โ”‚\n","โ”‚ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m) โ”‚ โ”‚ โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_26 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) โ”‚ \u001b[38;5;34m66,560\u001b[0m โ”‚\n","โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ผโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค\n","โ”‚ dense_27 (\u001b[38;5;33mDense\u001b[0m) โ”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m) โ”‚ \u001b[38;5;34m4,100\u001b[0m โ”‚\n","โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Total params: 184,260 (719.77 KB)\n","
\n"],"text/plain":["\u001b[1m Total params: \u001b[0m\u001b[38;5;34m184,260\u001b[0m (719.77 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Trainable params: 183,748 (717.77 KB)\n","
\n"],"text/plain":["\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m183,748\u001b[0m (717.77 KB)\n"]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["
 Non-trainable params: 512 (2.00 KB)\n","
\n"],"text/plain":["\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m512\u001b[0m (2.00 KB)\n"]},"metadata":{},"output_type":"display_data"}],"source":["from keras.models import Sequential\n","from keras.layers import GlobalAveragePooling2D, InputLayer\n","from keras.regularizers import l1_l2\n","\n","model = Sequential()\n","\n","model.add(InputLayer(shape=(224, 224, 3))) # input layer\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","# convolutional block\n","model.add(Conv2D(64, 3, activation='relu', padding='same',kernel_regularizer=l1_l2(0.0001,0.0001)))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(pool_size=2))\n","\n","model.add(GlobalAveragePooling2D()) # pooling down\n","\n","model.add(Dense(1024, activation='relu')) # dense layer\n","\n","model.add(Dense(4, activation='softmax')) # output layer\n","\n","model.summary() # model summary\n","\n","# model checkpoint callback\n","model_checkpoint = ModelCheckpoint('model.keras', monitor='val_accuracy', save_best_only=True, verbose=1, mode='max')"]},{"cell_type":"code","execution_count":70,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:00:45.989894Z","iopub.status.busy":"2024-06-02T20:00:45.989604Z","iopub.status.idle":"2024-06-02T20:01:44.422474Z","shell.execute_reply":"2024-06-02T20:01:44.421601Z","shell.execute_reply.started":"2024-06-02T20:00:45.989870Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 50ms/step - accuracy: 0.7082 - loss: 0.8979\n","Epoch 1: val_accuracy improved from -inf to 0.20513, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m14s\u001b[0m 74ms/step - accuracy: 0.7092 - loss: 0.8957 - val_accuracy: 0.2051 - val_loss: 5.7971\n","Epoch 2/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 14ms/step - accuracy: 0.8460 - loss: 0.5326\n","Epoch 2: val_accuracy did not improve from 0.20513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.8472 - loss: 0.5289 - val_accuracy: 0.2051 - val_loss: 6.2152\n","Epoch 3/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8970 - loss: 0.4193\n","Epoch 3: val_accuracy improved from 0.20513 to 0.27244, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 16ms/step - accuracy: 0.8971 - loss: 0.4188 - val_accuracy: 0.2724 - val_loss: 4.6928\n","Epoch 4/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8726 - loss: 0.4724\n","Epoch 4: val_accuracy did not improve from 0.27244\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.8730 - loss: 0.4708 - val_accuracy: 0.2051 - val_loss: 8.2968\n","Epoch 5/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.8890 - loss: 0.4032\n","Epoch 5: val_accuracy improved from 0.27244 to 0.28846, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.8894 - loss: 0.4027 - val_accuracy: 0.2885 - val_loss: 4.6425\n","Epoch 6/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9325 - loss: 0.2893\n","Epoch 6: val_accuracy improved from 0.28846 to 0.42949, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9322 - loss: 0.2899 - val_accuracy: 0.4295 - val_loss: 5.0530\n","Epoch 7/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9213 - loss: 0.3128\n","Epoch 7: val_accuracy improved from 0.42949 to 0.52244, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9214 - loss: 0.3126 - val_accuracy: 0.5224 - val_loss: 2.4941\n","Epoch 8/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9291 - loss: 0.3041\n","Epoch 8: val_accuracy improved from 0.52244 to 0.79167, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9289 - loss: 0.3049 - val_accuracy: 0.7917 - val_loss: 0.7077\n","Epoch 9/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9524 - loss: 0.2255\n","Epoch 9: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9520 - loss: 0.2263 - val_accuracy: 0.7532 - val_loss: 2.2556\n","Epoch 10/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9274 - loss: 0.2923\n","Epoch 10: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9275 - loss: 0.2922 - val_accuracy: 0.7083 - val_loss: 1.3476\n","Epoch 11/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9313 - loss: 0.2480\n","Epoch 11: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9316 - loss: 0.2480 - val_accuracy: 0.6955 - val_loss: 1.0912\n","Epoch 12/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9512 - loss: 0.2465\n","Epoch 12: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9510 - loss: 0.2466 - val_accuracy: 0.3878 - val_loss: 7.7596\n","Epoch 13/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9360 - loss: 0.2289\n","Epoch 13: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9359 - loss: 0.2295 - val_accuracy: 0.5321 - val_loss: 4.3150\n","Epoch 14/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9646 - loss: 0.1988\n","Epoch 14: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9646 - loss: 0.1986 - val_accuracy: 0.7885 - val_loss: 0.7110\n","Epoch 15/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9364 - loss: 0.2563\n","Epoch 15: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9366 - loss: 0.2560 - val_accuracy: 0.7115 - val_loss: 1.0595\n","Epoch 16/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9569 - loss: 0.1795\n","Epoch 16: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9570 - loss: 0.1792 - val_accuracy: 0.5513 - val_loss: 3.3678\n","Epoch 17/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9676 - loss: 0.1799\n","Epoch 17: val_accuracy did not improve from 0.79167\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9673 - loss: 0.1803 - val_accuracy: 0.4359 - val_loss: 7.0423\n","Epoch 18/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9534 - loss: 0.1960\n","Epoch 18: val_accuracy improved from 0.79167 to 0.94872, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9533 - loss: 0.1961 - val_accuracy: 0.9487 - val_loss: 0.2139\n","Epoch 19/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9629 - loss: 0.1808\n","Epoch 19: val_accuracy did not improve from 0.94872\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9628 - loss: 0.1808 - val_accuracy: 0.4519 - val_loss: 3.1300\n","Epoch 20/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9726 - loss: 0.1433\n","Epoch 20: val_accuracy improved from 0.94872 to 0.95513, saving model to model.keras\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 16ms/step - accuracy: 0.9725 - loss: 0.1436 - val_accuracy: 0.9551 - val_loss: 0.1550\n","Epoch 21/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9702 - loss: 0.1714\n","Epoch 21: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9700 - loss: 0.1715 - val_accuracy: 0.7628 - val_loss: 1.2005\n","Epoch 22/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9622 - loss: 0.1764\n","Epoch 22: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9621 - loss: 0.1767 - val_accuracy: 0.6731 - val_loss: 2.0235\n","Epoch 23/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9680 - loss: 0.1689\n","Epoch 23: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9679 - loss: 0.1690 - val_accuracy: 0.8622 - val_loss: 0.5316\n","Epoch 24/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9697 - loss: 0.1520\n","Epoch 24: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9698 - loss: 0.1518 - val_accuracy: 0.5256 - val_loss: 3.4517\n","Epoch 25/30\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9661 - loss: 0.1507\n","Epoch 25: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 15ms/step - accuracy: 0.9660 - loss: 0.1511 - val_accuracy: 0.6635 - val_loss: 1.4410\n","Epoch 26/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9817 - loss: 0.1367\n","Epoch 26: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9815 - loss: 0.1370 - val_accuracy: 0.3077 - val_loss: 5.6516\n","Epoch 27/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9756 - loss: 0.1239\n","Epoch 27: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9754 - loss: 0.1245 - val_accuracy: 0.9006 - val_loss: 0.3705\n","Epoch 28/30\n","\u001b[1m90/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9687 - loss: 0.1506\n","Epoch 28: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9687 - loss: 0.1508 - val_accuracy: 0.7340 - val_loss: 0.9709\n","Epoch 29/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9608 - loss: 0.1781\n","Epoch 29: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9610 - loss: 0.1775 - val_accuracy: 0.2564 - val_loss: 11.0053\n","Epoch 30/30\n","\u001b[1m93/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37mโ”\u001b[0m \u001b[1m0s\u001b[0m 13ms/step - accuracy: 0.9490 - loss: 0.1970\n","Epoch 30: val_accuracy did not improve from 0.95513\n","\u001b[1m94/94\u001b[0m \u001b[32mโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 15ms/step - accuracy: 0.9492 - loss: 0.1963 - val_accuracy: 0.2949 - val_loss: 6.8236\n"]}],"source":["model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy']) # compiling and fitting model\n","history = model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=30, batch_size=10,callbacks=[model_checkpoint])"]},{"cell_type":"code","execution_count":71,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:01:44.425374Z","iopub.status.busy":"2024-06-02T20:01:44.424902Z","iopub.status.idle":"2024-06-02T20:01:44.698001Z","shell.execute_reply":"2024-06-02T20:01:44.697008Z","shell.execute_reply.started":"2024-06-02T20:01:44.425338Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Loss\")\n","plt.title(\"Loss per epoch\")\n","plt.show()"]},{"cell_type":"code","execution_count":72,"metadata":{"execution":{"iopub.execute_input":"2024-06-02T20:01:44.699550Z","iopub.status.busy":"2024-06-02T20:01:44.699244Z","iopub.status.idle":"2024-06-02T20:01:44.998325Z","shell.execute_reply":"2024-06-02T20:01:44.997391Z","shell.execute_reply.started":"2024-06-02T20:01:44.699523Z"},"trusted":true},"outputs":[{"data":{"image/png":"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"]},"metadata":{},"output_type":"display_data"}],"source":["plt.plot(history.history['accuracy'])\n","plt.plot(history.history['val_accuracy'])\n","plt.xlabel(\"Epoch\")\n","plt.ylabel(\"Accuracy\")\n","plt.title(\"Accuracy per epoch\")\n","plt.show()"]}],"metadata":{"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"datasetId":5026280,"sourceId":8438165,"sourceType":"datasetVersion"}],"dockerImageVersionId":30716,"isGpuEnabled":true,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.13"}},"nbformat":4,"nbformat_minor":4} diff --git a/Turkey Almond Species Classification using DL/README.md b/Turkey Almond Species Classification using DL/README.md index ebc6080aa..d222bdc91 100644 --- a/Turkey Almond Species Classification using DL/README.md +++ b/Turkey Almond Species Classification using DL/README.md @@ -2,7 +2,7 @@ ### ๐ŸŽฏ **Goal** -The objective of this project is to classify images of almonds grown in different regions into four varieties of Turkic almond species. +The objective of this project is to classify images of almonds from various regions into four distinct varieties of Turkic almond species. ### ๐Ÿงต **Dataset** From 0efa944c898a4fe1282b1d65eab8e45b87154512 Mon Sep 17 00:00:00 2001 From: Arihant Bhandari <127655293+Arihant-Bhandari@users.noreply.github.com> Date: Mon, 3 Jun 2024 21:01:48 +0530 Subject: [PATCH 5/5] final edits --- Turkey Almond Species Classification using DL/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Turkey Almond Species Classification using DL/README.md b/Turkey Almond Species Classification using DL/README.md index d222bdc91..2269c2134 100644 --- a/Turkey Almond Species Classification using DL/README.md +++ b/Turkey Almond Species Classification using DL/README.md @@ -124,7 +124,7 @@ We used Validation and Testing **Loss** and **Accuracy** as metrics. We conclude the following: -**DenseNet-121**, **Xception**, **VGG16**, **InceptionV3** and **CNN**, with **DenseNet-121** being the clear winner. +**DenseNet-121**, **Xception**, **VGG16**, **InceptionV3** and **CNN** work exceptionally well, with **DenseNet-121** being the clear winner. ### โœ’๏ธ **Your Signature**

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